[Recent]
[IMAGE 2024]
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Journals
P. Chowdhury, A. Mustafa, M. Prabhushankar and G. AlRegib, “A Unified Framework for Evaluating Robustness of Machine Learning Interpretability for Prospect Risking,” in Geophysics, vol. 90, no. 3, Jan. 3, 2025. [PDF] [Code]
R. Benkert, M. Prabhushankar, and G. AlRegib, “Effective Data Selection for Seismic Interpretation Through Disagreement,” in IEEE Transactions on Geoscience and Remote Sensing (TGRS), vol. 62, pp. 1-12, Jun. 4, 2024. [PDF]
M. Prabhushankar, and G. AlRegib, “VOICE: Variance of Induced Contrastive Explanations to Quantify Uncertainty in Neural Network Interpretability,” in Journal of Selected Topics in Signal Processing (J-STSP) Special Series on AI in Signal & Data Science, pp. 1-13, May. 23, 2024. [PDF] [Code]
C. Zhou, G. AlRegib, A. Parchami, and K. Singh, “TrajPRed: Trajectory Prediction With Region-Based Relation Learning,” in IEEE Transactions on Intelligent Transportation Systems (T-ITS), vol. 25, no. 8, pp. 9787-9796, Mar. 04, 2024. [PDF] [Code]
G. AlRegib, M. Prabhushankar, K. Kokilepersaud, P. Chowdhury, Z. Fowler, S. Trejo Corona, L. Thomaz, and A. Majumdar, “Ophthalmic Biomarker Detection: Highlights From the IEEE Video and Image Processing Cup 2023 Student Competition,,” in IEEE Signal Processing Magazine, vol. 41, no. 4, pp. 96-104, 2024. [PDF] [Code]
A. Mustafa, K. Koster, and G. AlRegib, “Explainable Machine Learning for Hydrocarbon Prospect Risking,” in Geophysics, vol. 89, no. 1, pp. WA13-WA24, Jun. 19, 2023. [PDF]
K. Kokilepersaud, S. Trejo Corona, M. Prabhushankar, G. AlRegib, C. Wykoff, “Clinically Labeled Contrastive Learning for OCT Biomarker Classification,” in IEEE Journal of Biomedical and Health Informatics, 2023, vol. 27, no. 9, pp. 4397-4408, May. 15, 2023. [PDF] [Code]
N. Iqbal, M. Deriche, G. AlRegib, S. Khan, “Blind Curvelet-Based Denoising of Seismic Surveys in Coherent and Incoherent Noise Environments,” in Arabian Journal for Science and Engineering, vol. 48, no. 8, pp. 10925-10935, Apr. 04, 2023. [PDF]
K. Kokilepersaud, M. Prabhushankar, Y. Yarici, G. AlRegib, and A. Parchami, “Exploiting the Distortion-Semantic Interaction in Fisheye Data,” in Open Journal of Signals Processing, vol. 4, pp. 284-293, Apr. 28, 2023. [PDF]
A. Mustafa and G. AlRegib, “Active Learning With Deep Autoencoders for Seismic Facies Interpretation,” in Geophysics, vol. 88, no. 4, pp. IM77-IM86, Mar. 28, 2023. [PDF] [Code]
J. Lee, C. Lehman, M. Prabhushankar, and G. AlRegib, “Probing the Purview of Neural Networks via Gradient Analysis,” in IEEE Access, vol. 11, pp. 32716-32732, Mar. 21, 2023. [PDF]
M. Prabhushankar and G. AlRegib, “Stochastic Surprisal: An Inferential Measurement of Free Energy in Neural Networks,” in Frontiers in Neuroscience, Perception Science, vol. 17, pp. 926418, Feb. 09, 2023. [PDF] [Code]
R. Benkert, M. Prabhushankar, G. AlRegib, A. Parchami, and E. Corona, “Gaussian Switch Sampling: A Second Order Approach to Active Learning,” in IEEE Transactions on Artificial Intelligence (TAI), vol. 5, no. 1, pp. 38-50, Feb. 05, 2023. [PDF] [Code]
A. Mustafa, R. Rastegar, T. Brown, G. Nunes, D. De Lilla, and G. AlRegib, “Adaptive Finetuning of 3D CNNs With Interpretation Uncertainty for Seismic Fault Prediction,” in Geophysics, Feb. 07, 2023.
R. Benkert, O.J. Aribido, and G. AlRegib, “Example Forgetting: A Novel Approach to Explain and Interpret Deep Neural Networks in Seismic Interpretation,” in IEEE Transactions on Geoscience and Remote Sensing (TGRS), vol. 60, pp. 1-12, May. 12, 2022. [PDF]
G. Kwon and G. AlRegib, “A Gating Model for Bias Calibration in Generalized Zero-Shot Learning,” in IEEE Transactions on Image Processing (TIP), Mar. 1, 2022. [PDF] [Code]
G. AlRegib and M. Prabhushankar, “Explanatory Paradigms in Neural Networks: Towards Relevant and Contextual Explanations,” in IEEE Signal Processing Magazine, Special Issue on Explainability in Data Science, vol. 39, no. 4, pp. 59-72, Feb. 18, 2022. [PDF] [Code]
M. Shafiq, Z. Long, H. Di, and G. AlRegib, “A Novel Attention Model for Salient Structure Detection in Seismic Volumes,” in Applied Computing and Intelligence, vol. 1, no. 1, pp. 31-45, Nov. 16, 2021. [PDF]
O.J. Aribido, G. AlRegib, and Y. Alaudah, “Self-Supervised Delineation of Geological Structures Using Orthogonal Latent Space Projection,” in Geophysics, vol. 86, no. 6, pp. V497-V508, Jul. 29, 2021. [PDF] [Code]
A. Mustafa, M. Alfarraj, and G. AlRegib, “Joint Learning for Spatial Context-Based Seismic Inversion of Multiple Datasets for Improved Generalizability and Robustness,” in Geophysics, vol. 86, no. 4, pp. O37-O48, Mar. 26, 2021. [PDF] [Code]
Y. Hu, Z. Wang, and G. AlRegib, “Texture Classification Using Block Intensity and Gradient Difference (BIGD) Descriptor,” in Signal Processing: Image Communication, vol. 83, pp. 115770, Apr., 2020. [PDF] [Code]
Y. Hu, Z. Long, A. Sundaresan, M. Alfarraj, G. AlRegib, S. Park, and S. Jayaraman, “Fabric Surface Characterization: Assessment of Deep Learning-Based Texture Representations Using a Challenging Dataset,” in The Textile Institute, vol. 112, no. 2, pp. 293-305, Mar. 12, 2020. [PDF] [Code] [Link]
H. Di, D. Gao, and G. AlRegib, “Developing a Seismic Texture Analysis Network for Automated Seismic Pattern Recognition and Classification,” in Geophysical Journal International, vol. 218, no. 2, pp. 1262-1275, Aug, 2019. [PDF]
Y. Alaudah, P. Michalowicz, M. Alfarraj, G. AlRegib, “A Machine Learning Benchmark for Facies Classification,” in Interpretation, vol. 7, no. 3, pp. SE175-SE187, Aug., 2019. [PDF] [Code]
M. Alfarraj, and G. AlRegib, “Semi-Supervised Sequence Modeling for Elastic Impedance Inversion,” in Interpretation, vol. 7, no. 3, pp. SE237-SE249, Aug., 2019. [PDF] [Code]
D. Temel, M. J. Mathew, G. AlRegib, and Y. M. Khalifa, “Relative Afferent Pupillary Defect Screening Through Transfer Learning,” in IEEE Journal of Biomedical and Health Informatics, vol. 24, no. 3, pp. 788-795, Aug. 7, 2019. [PDF] [Code]
H. Di, M. A. Shafiq, Z. Wang, and G. AlRegib, “Improving Seismic Fault Detection by a Super-Attribute-Based Classification,” in Interpretation, vol. 7, no. 3, pp. SE251-267, Aug., 2019. [PDF]
D. Temel, M-H. Chen, and G. AlRegib, “Traffic Sign Detection Under Challenging Conditions: A Deeper Look Into Performance Variations and Spectral Characteristics,” in IEEE Transactions on Intelligent Transportation Systems, vol. 21, no. 9, pp. 3663-3673, Jul., 2019. [PDF] [Code]
H. Di and G. AlRegib, “Semiautomatic Fault/Fracture Interpretation Based on Seismic Geometry Analysis,” in Geophysical Prospecting, vol. 67, no. 5, pp. 1379-1391, May, 2019. [PDF]
H. Di and G. AlRegib, “Reflector Dip Estimates Based on Seismic Waveform Curvature/Flexure Analysis,” in Interpretation, vol. 7, no. 2, pp. SC1-SC9, Feb, 2019. [PDF]
H. Al-Marzouqi, Y. Hu, and G. AlRegib, “Texture Retrieval Using Periodically Extended and Adaptive Curvelets,” in Signal Processing: Image Communication, vol. 76, pp. 252-260, 2019. [PDF]
D. Temel and G. AlRegib, “Perceptual Image Quality Assessment Through Spectral Analysis of Error Representations,” in Signal Processing: Image Communication, vol. 70, pp. 37-46, 2019. [PDF] [Code]
H. Di, M. Alfarraj, and G. AlRegib, “Three-Dimensional Curvature Analysis of Seismic Waveforms and Its Interpretational Implications,” in Geophysical Prospecting, vol. 67, no. 2, pp. 265-281, Dec., 2018. [PDF] [Code]
Y. Alaudah, M. Alfarraj, and G. AlRegib, “Structure Label Prediction Using Similarity-Based Retrieval and Weakly-Supervised Label Mapping,” in Geophysics, vol. 84, no. 1, pp. V67-V79, Dec., 2018. [PDF] [Code]
H. Di, M A. Shafiq, and G. AlRegib, “Multi-Attribute K-Means Clustering for Salt Boundary Delineation From 3D Seismic Data,” in Geophysical Journal International, vol. 215, no. 3, pp. 1999-2007, Dec., 2018. [PDF]
Z. Long, Y. Alaudah, M.A. Qureshi, Y. Hu, Z. Wang, M. Alfarraj, G. AlRegib, A. Amin, M. Deriche, S. Al-Dharrab, and H. Di, “A Comparative Study of Texture Attributes for Characterizing Subsurface Structures in Seismic Volumes,” in Interpretation, vol. 6, no. 4, pp. 1055-1066, Oct., 2018. [PDF] [Code]
S. AlGhadban, A. Muqaibel, G. AlRegib, and A. AlShaikhi, “Seeding Undergraduate Research Experience: From Georgia Tech to KFUPM Case Study,” in International Journal of Electrical Engineering Education, vol. 5, no. 4, pp. 313-323, Oct., 2018. [PDF]
H. Di, D. Gao, and G. AlRegib, “3D Dip Vector-Guided Auto-Tracking for Weak Seismic Reflections: A New Tool for Shale Reservoir Visualization and Interpretation,” in Interpretation, vol. 6, no. 4, pp. SN47-SN56, Sep., 2018. [PDF]
M. A. Shafiq, H. Di, and G. AlRegib, “A Novel Approach for Automated Detection of Listric Faults Within Migrated Seismic Volumes,” in Journal of Applied Geophysics, vol. 155, pp. 94-101, Jun., 2018. [PDF]
T. Alshawi, Z. Long, and G. AlRegib, “Unsupervised Uncertainty Estimation Using Spatiotemporal Cues in Video Saliency Detection,” in IEEE Transactions on Image Processing, vol. 27, no. 6, pp. 2818-2827, Jun., 2018. [PDF] [Code]
Z. Wang, H. Di, M. A. Shafiq, Y. Alaudah, and G. AlRegib, “Successful Leveraging of Image Processing and Machine Learning in Seismic Structural Interpretation: A Review,” in The Leading Edge, vol. 37, no. 6, pp. 451-461, Jun., 2018. [PDF]
M. Shafiq, T. Alshawi, Z. Long, and G. AlRegib, “The Role of Visual Saliency in the Automation of Seismic Interpretation,” in Geophysical Prospecting, vol. 66, no. 1, pp. 132-143, Mar., 2018. [PDF] [Code]
D. Temel and G. AlRegib, “Traffic Signs in the Wild: Highlights From the IEEE Video and Image Processing Cup 2017 Student Competition [SP Competitions],” in IEEE Signal Processing Magazine, vol. 35, no. 2, pp. 154-161, Mar., 2018. [PDF]
G. AlRegib, M. Deriche, Z. Long, H. Di, Z. Wang, Y. Alaudah, M. A. Shafiq, M. Alfarraj, “Subsurface Structure Analysis Using Computational Interpretation and Learning,” in IEEE Signal Processing Magazine, vol. 35, no. 2, pp. 82-98, Mar., 2018. [PDF]
M. Aabed and G. AlRegib, “PeQASO: Perceptual Quality Assessment of Streamed Videos Using Optical Flow Features,” in IEEE Transactions on Broadcasting, vol. 65, no. 3, pp. 534-545, 2018. [PDF]
M. Alfarraj, Y. Alaudah, Z. Long, and G. AlRegib, “Multiresolution Analysis and Learning for Computational Seismic Interpretation,” in The Leading Edge, vol. 37, no. 6, pp. 443-450, 2018. [PDF] [Code]
Y. Hu, Z. Long, and G. AlRegib, “A High-Speed, Real-Time Vision System for Texture Tracking and Thread Counting,” in IEEE Signal Processing Letters, vol. 25, no. 6, pp. 758-762, 2018. [PDF] [Code]
C. Ma*, M. Chen*, Z. Kira and G. AlRegib, “TS-LSTM and Temporal-Inception: Exploiting Spatiotemporal Dynamics for Activity Recognition,” in Signal Processing: Image Communication, vol. 71, pp. 76-87, 2018. (*: equal contribution), [PDF] [Code]
Amin, M. Deriche, M. A. Shafiq, Z. Wang, and G. AlRegib, “Automated Salt Dome Detection Using an Attribute Ranking Framework With a Dictionary-Based Classifier,” in Interpretation, vol. 5, no. 3, pp. SJ61-SJ79, Jun., 2017. [PDF]
H. Al-Marzouqi and G. AlRegib, “Curvelet Transform With Learning-Based Tiling,” in Signal Processing: Image Communication, vol. 53, pp. 24-39, Apr., 2017. [PDF] [Code]
Z. Wang and G. AlRegib, “Interactive Fault Extraction in 3D Seismic Data Using the Hough Transform and Tracking Vectors,” in IEEE Transactions on Computational Imaging, vol. 3, no. 1, pp. 99-109, Mar., 2017. [PDF] [Code]
M. Shafiq, Z. Wang, G. AlRegib, A. Amin, and M. Deriche, “A Texture-Based Interpretation Workflow With Application to Delineating Salt Domes,” in Interpretation, vol. 5, no. 3, pp. SJ1-SJ19, Mar., 2017. [PDF] [Code]
D. Temel, M. Prabhushankar, and G. AlRegib, “UNIQUE: Unsupervised Image Quality Estimation,” in IEEE Signal Processing Letters , vol. 23, no. 10, pp. 1414-1418, Oct., 2016. [PDF] [Code] [Link]
D. Temel and G. AlRegib, “CSV: Image Quality Assessment Based on Color, Structure and Visual System,” in Signal Processing: Image Communication, vol. 48, pp. 92-103, Oct., 2016. [PDF] [Code]
M. Chen, G. AlRegib, and B.H. Juang, “Air-Writing Recognition, Part2: Detection and Recognition of Writing Activity in Continuous Stream of Motion Data,” in IEEE Transactions on Human-Machine Systems, vol. 46, no. 3, pp. 436-444, Jun., 2016. [PDF]
M. Chen, G. AlRegib, and B.H. Juang, “Air-Writing Recognition, Part1: Modeling and Recognition of Characters, Words and Connecting Motions,” in IEEE Transactions on Human-Machine Systems, vol. 46, no. 3, pp. 403-413, Jun., 2016. [PDF]
Z. Wang, T. Hegazy, Z. Long, and G. AlRegib, “Noise-Robust Detection and Tracking of Salt Domes in Post-Migrated Volumes Using Texture, Tensors, and Subspace Learning,” in Geophysics, vol. 80, no. 6, pp. WD101-WD116, Nov., 2015. [PDF]
A. Azgin, G. AlRegib, and Y. Altunbasak, “Cooperative Delivery Techniques to Support Video-on-Demand Service in IPTV Networks,” in IEEE Transactions on Multimedia, vol. 15, no. 8, pp. 2149-2161, Dec., 2013. [PDF]
M. Chen, G. AlRegib, and B.-H. Juang , “Feature Processing and Modeling for 6D Motion Gesture,” in IEEE Transactions on Multimedia, vol. 15, no. 3, pp. 561-571, Apr., 2013. [PDF]
M. Santoro, G. AlRegib, and Y. Altunbasak, “A Joint Framework for Motion Validity and Estimation Using Block Overlap,” in IEEE Transactions on Image Processing, vol. 22, no. 4, pp. 1610-1619, Apr., 2013. [PDF]
M. Solh and G. AlRegib, “Hierarchical Hole-Filling for Depth-Based View Synthesis in Free Viewpoint Television (FTV) and 3D Video,” in IEEE Journal of Selected Topics in Signal Processing, vol. 6, no. 5, pp. 495-504, Sep., 2012. [PDF]
M. Solh and G. AlRegib, “MIQM: A Multi-Camera Image Quality Measure,” in IEEE Transactions on Image Processing, vol. 21, no. 9, pp. 3902-3914, Sep., 2012. [PDF] [Code]
F. Porikli, A. Bovik, C. Plack, G. AlRegib, J. Farrell, P. Le Callet, Quan Huynh-Thu, S. Moller, and S. Winkler, “Multimedia Quality Assessment [DSP Forum],” in IEEE Signal Processing Magazine, vol. 28, no. 6, pp. 164-177, Nov., 2011. [PDF]
J. Li and G. AlRegib, “Distributed Estimation in Energy-Constrained Wireless Sensor Networks,” in IEEE Transactions on Signal Processing, vol. 57, no. 10, pp. 3746-3758, Oct., 2009. [PDF]
J. Li and G. AlRegib, “Network Lifetime Maximization for Estimation in Multi-Hop Wireless Sensor Networks,” in IEEE Transactions on Signal Processing, vol. 57, no. 7, pp. 2456–2466, Jul., 2009. [PDF]
J. Li and G. AlRegib, “Function-Based Network Lifetime for Estimation in Wireless Sensor Networks,” in IEEE Signal Processing Letters, vol. 15, pp. 533-536, Jul., 2008. [PDF]
G. AlRegib, M. Hayes, E. Moore, and D. Williams, “Technology and Tools to Enhance Distributed Engineering Education,” in Proc. of the IEEE, vol. 96, no. 6, pp. 951-969, Jun., 2008. [PDF]
D. Tian and G. AlRegib, “BaTex3: Bit-Allocation for Progressive Transmission of Textured 3D Models,” in IEEE Transactions on Circuits and Systems for Video Technology, vol. 18, no. 1, pp. 23-35, Aug., 2007. [PDF]
D. Tian and G. AlRegib, “Multi-Streaming of 3D Scenes With Optimized Transmission and Rendering Scalability,” in IEEE Transactions on Multimedia, vol. 9, no. 4, pp. 736-745, Jun., 2007. [PDF]
D. Tian, J. Li, and G. AlRegib, “Joint Source and Channel Coding for 3D Scene Databases Using Vector Quantization and Embedded Parity Objects,” in IEEE Transactions on Image Processing, vol. 16, no. 6, pp. 1675-1685, Jun., 2007. [PDF]
J. Li and G. AlRegib, “Rate-Constrained Distributed Estimation in Wireless Sensor Networks,” in IEEE Transactions on Signal Processing, vol. 55, no. 5, pp. 1634-1643, May, 2007. [PDF]
J. Li, D. Tian, and G. AlRegib, “Vector Quantization in Multi-Resolution Mesh Compression,” in IEEE Signal Processing Letters, vol. 13, no. 10, pp. 616-619, Oct., 2006. [PDF]
D. Tian and G. AlRegib, “On-Demand Transmission of 3D Models Over Lossy Networks,” in EURASIP Journal on Signal Processing: Image Communication, vol. 21, no. 5, pp. 396-415, Jun., 2006. [PDF]
D. Tian and G. AlRegib, “Parity Streams – A Novel FEC Scheme With the Stream Control Transmission Protocol,” in IEEE Communications Letters, vol. 10, no. 6, pp. 498-500, Jun., 2006. [PDF]
G. AlRegib and Y. Altunbasak, “3TP: An Application-Layer Protocol for Streaming 3-D Models,” in IEEE Transactions on Multimedia, vol. 7, no. 6, pp. 1149-1156, Dec, 2005. [PDF]
G. AlRegib, Y. Altunbasak, and J. Rossignac, “An Unequal Error Protection Method for Progressively Transmitted 3D Models,” in IEEE Transactions on Multimedia, vol. 7, no. 4, pp. 766-776, Aug., 2005. [PDF]
G. AlRegib, Y. Altunbasak, and J. Rossignac, “Error-Resilient Transmission of 3-D Models,” in ACM Transactions on Graphics, vol. 24, no. 2, pp. 182-208, Apr., 2005. [PDF]
G. AlRegib, Y. Altunbasak, and R. Mersereau, “Bit Allocation for Joint Source and Channel Coding of Progressively Compressed 3D Meshes,” in IEEE Transactions on Circuits and Systems for Video Technology, vol. 15, no. 2, pp. 256-268, Feb., 2005. [PDF]
G. AlRegib, Y. Altunbasak, and R. Mersereau, “Hierarchical Motion Estimation With Content-Based Meshes,” in IEEE Transactions on Circuits and Systems for Video Technology, vol. 13, no. 10, pp. 1000-1005, Oct., 2003. [PDF]
M. Kousa and G. AlRegib, “Coding-Quantization Exchange for Constant-Bit-Rate Image Transmission Over Wireless Channels,” in Journal for Science and Engineering, vol. 24, no. 2C, pp. 115-124, Dec., 1999.
Conference Papers
K. Kokilepersaud, S. Kim, M. Prabhushankar and G. AlRegib, “HEX: Hierarchical Emergence Exploitation in Self-Supervised Algorithms,” in 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Tucson, AZ, Feb. 28 – Mar. 4, 2025. [PDF] [Code]
R. Benkert, M. Prabhushankar, and G. AlRegib, “Targeting Negative Flips in Active Learning Using Validation Sets,” in IEEE Conference on Big Data 2024, Washington DC, USA, Dec. 15-18, 2024. [PDF] [Code] [Link]
J. Quesada*, Z. Fowler*, M. Alotaibi, M. Prabhushankar, and G. AlRegib, “Benchmarking Human and Automated Prompting in the Segment Anything Model,” in IEEE Conference on Big Data 2024, Washington DC, USA, Dec. 15-18, 2024. [PDF] [Code]
K. Kokilepersaud, Yavuz Yarici, M. Prabhushankar, and G. AlRegib, “Taxes Are All You Need: Integration of Taxonomical Hierarchy Relationships Into the Contrastive Loss,” in IEEE International Conference on Image Processing (ICIP), Abu Dhabi, UAE, Oct. 27-30, 2024. [PDF] [Code]
Y. Yarici, K. Kokilepersaud, M. Prabhushankar, and G. AlRegib, “Explaining Representation Learning With Perceptual Components,” in IEEE International Conference on Image Processing (ICIP), Abu Dhabi, UAE, Oct. 27-30, 2024. [PDF] [Code]
E. Ozturk, M. Prabhushankar, and G. AlRegib, “Intelligent Multi-View Test Time Augmentation,” in IEEE International Conference on Image Processing (ICIP), Abu Dhabi, UAE, Oct. 27-30, 2024. [PDF] [Code]
P. Chowdhury, M. Prabhushankar, G. AlRegib and M. Deriche, “Are Objective Explanatory Evaluation Metrics Trustworthy? An Adversarial Analysis,” in IEEE International Conference on Image Processing (ICIP), Abu Dhabi, UAE, Oct. 27-30, 2024. [PDF] [Code]
R. Benkert, M. Prabhushankar, and G. AlRegib, “Transitional Uncertainty With Layered Intermediate Predictions,” in 41st International Conference on Machine Learning (ICML), Vienna, Austria, Jul. 21-27, 2024. [PDF] [Code]
K. Kokilepersaud*, Y. Logan*, R. Benkert, C. Zhou, M. Prabhushankar, G. AlRegib, E. Corona, K. Singh, A. Parchami,, “FOCAL: A Cost-Aware, Video Dataset for Active Learning,” in IEEE Conference on Big Data 2023, Sorento, Italy, Dec. 15-18, 2023. [PDF] [Code] [Link]
Z. Fowler, K. Kokilepersaud, M. Prabhushankar, and G. AlRegib, “Learning in Clinical Trial Settings,” in NeurIPS 2023 Workshop: Adaptive Experimental Design and Active Learning in the Real World, Nov. 16, 2023. [PDF]
P. Chowdhury, M. Prabhushankar and G. AlRegib, “Explaining Explainers: Necessity and Sufficiency in Tabular Data,” in NeurIPS 2023 Workshop: Table Representation Learning, Nov. 15, 2023. [PDF]
P. Chowdhury, A. Mustafa, M. Prabhushankar and G. AlRegib, “Counterfactual Uncertainty for High Dimensional Structured Datasets,” in International Meeting for Applied Geoscience & Energy (IMAGE) 2023, Houston, TX, Aug. 28-Sept. 1, 2023. [PDF]
R. Benkert, M. Prabhushankar, and G. AlRegib, “What Samples Must Seismic Interpreters Label for Efficient Machine Learning?,” in International Meeting for Applied Geoscience & Energy (IMAGE) 2023, Houston, TX, Aug. 28-Sept. 1, 2023. [PDF]
C. Zhou, M. Prabhushankar, and G. AlRegib, “Perceptual Quality-Based Model Training Under Annotator Label Uncertainty,” in International Meeting for Applied Geoscience & Energy (IMAGE) 2023, Houston, TX, Aug. 28-Sept. 1, 2023. [PDF] [Code]
Z. Fowler, K. Kokilepersaud, M. Prabhushankar and G. AlRegib, “Clinical Trial Active Learning,” in Proceedings of the 14th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics (ACM-BCB), Jun. 11, 2023. [PDF] [Code]
M. Prabhushankar, and G. AlRegib, “Introspective Learning : A Two-Stage Approach for Inference in Neural Networks,” in Advances in Neural Information Processing Systems (NeurIPS), New Orleans, LA,, Nov. 29 – Dec. 1, 2022. [PDF] [Code]
M. Prabhushankar, K. Kokilepersaud*, Y. Logan*, S. Trejo Corona*, G. AlRegib, C. Wykoff, “OLIVES Dataset: Ophthalmic Labels for Investigating Visual Eye Semantics,” in Advances in Neural Information Processing Systems (NeurIPS 2022) Track on Datasets and Benchmarks, New Orleans, LA,, Nov. 29 – Dec. 1, 2022. [PDF] [Code]
K. Kokilepersaud, M. Prabhushankar, G. AlRegib, S. Trejo Corona, C. Wykoff, “Gradient Based Labeling for Biomarker Classification in OCT,” in IEEE International Conference on Image Processing (ICIP), Bordeaux, France, Oct. 16-19, 2022. [PDF]
C. Zhou, M. Prabhushankar, and G. AlRegib, “On the Ramifications of Human Label Uncertainty,” in NeurIPS 2022 Workshop on Human in the Loop Learning, Oct. 27, 2022. [PDF] [Code]
R. Benkert, M. Prabhushankar, and G. AlRegib, “Forgetful Active Learning With Switch Events: Efficient Sampling for Out-of-Distribution Data,” in IEEE International Conference on Image Processing (ICIP), Bordeaux, France, Oct. 16-19, 2022. [PDF]
Y. Logan, R. Benkert, A. Mustafa, G. Kwon, G. AlRegib, “Patient Aware Active Learning for Fine-Grained OCT Classification,” in IEEE International Conference on Image Processing (ICIP), Bordeaux, France, Oct. 16-19, 2022. [PDF] [Code]
K. Kokilepersaud, M. Prabhushankar, and G. AlRegib, “Clinical Contrastive Learning for Biomarker Detection,” in NeurIPS 2022 Workshop: Self-Supervised Learning – Theory and Practice, Oct. 16, 2022. [PDF]
C. Zhou, G. AlRegib, A. Parchami, and K. Singh, “Learning Trajectory-Conditioned Relations to Predict Pedestrian Crossing Behavior,” in IEEE International Conference on Image Processing (ICIP), Bordeaux, France, Oct. 16-19, 2022. [PDF] [Code]
A. Mustafa and G. AlRegib, “Explainable Machine Learning for Hydrocarbon Prospect Risking,” in International Meeting for Applied Geoscience & Energy (IMAGE), Houston, TX, , Aug. 28-Sept. 1, 2022. [PDF]
K. Kokilepersaud, M. Prabhushankar, and G. AlRegib, “Volumetric Supervised Contrastive Learning for Seismic Semantic Segmentation,” in International Meeting for Applied Geoscience & Energy (IMAGE), Houston, TX, , Aug. 28-Sept. 1, 2022. [PDF] [Code]
R. Benkert, M. Prabhushankar, and G. AlRegib, “Reliable Uncertainty Estimation for Seismic Interpretation With Prediction Switches,” in International Meeting for Applied Geoscience & Energy (IMAGE), Houston, TX, , Aug. 28-Sept. 1, 2022.
J. Lee, M. Prabhushankar, and G. AlRegib, “Gradient-Based Adversarial and Out-of-Distribution Detection,” in International Conference on Machine Learning (ICML) Workshop on New Frontiers in Adversarial Machine Learning, Baltimore, MD, Jul., 2022. [PDF]
G. AlRegib and M. Prabhushankar, “Explanatory Paradigms in Neural Networks,” in International Conference on Machine Learning (ICML) Workshop on Beyond Bayes: Paths towards Universal Reasoning Systems, Baltimore, MD, Jul. , 2022. [PDF] [Code]
Y. Logan, M. Prabhushankar, and G. AlRegib, “DECAL: DEployable Clinical Active Learning,” in International Conference on Machine Learning (ICML) Workshop on Adaptive Experimental Design and Active Learning in the Real World, Jun. 17, 2022. [PDF] [Code]
Y. Logan, K. Kokilepersaud, G. Kwon and G. AlRegib, C. Wykoff, H. Yu, “Multi-Modal Learning Using Physicians Diagnostics for Optical Coherence Tomography Classification,” in IEEE International Symposium on Biomedical Imaging (ISBI), Kalkota, India, Jan. 7 , 2022. [PDF]
R. Benkert, O.J. Aribido, and G. AlRegib, “Explaining Deep Models Through Forgettable Learning Dynamics,” in IEEE International Conference on Image Processing (ICIP), Anchorage, AK, Sep. 19-22, 2021. [PDF]
M. Prabhushankar and G. AlRegib, “Extracting Causal Visual Features for Limited Label Classification,” in IEEE International Conference on Image Processing (ICIP), Anchorage, AK, Sep. 19-22, 2021. [PDF]
A. Mustafa, and G. AlRegib, “MAN-RECON: Manifold Learning for Reconstruction With Deep Autoencoder for Smart Seismic Interpretation,” in IEEE International Conference on Image Processing (ICIP), Anchorage, AK, Sep. 19-22, 2021. [PDF] [Code]
J.Lee and G. AlRegib, “Open-Set Recognition With Gradient-Based Representations,” in IEEE International Conference on Image Processing (ICIP), Anchorage, AK, Sep. 19-22, 2021. [PDF]
R. Benkert, O. J. Aribido and G. AlRegib, “Explainable Seismic Neural Networks Using Learning Statistics,” in International Meeting for Applied Geoscience & Energy, Denver, CO, 2021.
A. Mustafa and G. AlRegib, “A Comparative Study of Transfer Learning Methodologies and Causality for Seismic Inversion With Temporal Convolutional Networks,” in International Meeting for Applied Geoscience & Energy, Denver, CO, 2021. [PDF] [Code]
O. J. Aribido, G. AlRegib, and M. Deriche, “Self-Supervised Annotation of Seismic Images Using Latent Space Factorization,” in IEEE International Conference on Image Processing (ICIP), Abu Dhabi, United Arab Emirates, Oct., 2020. [PDF] [Code] [Link]
S. Liu, C. Lehman, and G. AlRegib, “Robustness and Overfitting Behavior of Implicit Background Models,” in IEEE International Conference on Image Processing (ICIP), Abu Dhabi, United Arab Emirates, Oct., 2020. [PDF] [Code] [Link]
M. Soliman, C. Lehman, and G. AlRegib, “S6: Semi-Supervised Self-Supervised Semantic Segmentation,” in IEEE International Conference on Image Processing (ICIP), Abu Dhabi, United Arab Emirates, Oct., 2020. [PDF] [Link]
M. Prabhushankar, G. Kwon, D. Temel, and G. AlRegib, “Contrastive Explanations in Neural Networks,” in IEEE International Conference on Image Processing (ICIP), Abu Dhabi, United Arab Emirates, Oct., 2020. [PDF] [Code] [Link]
C. Lehman, D. Temel, and G. AIRegib, “On the Structures of Representation for the Robustness of Semantic Segmentation to Input Corruption,” in IEEE International Conference on Image Processing (ICIP), Abu Dhabi, United Arab Emirates, Oct., 2020. [PDF] [Code] [Link]
A. Mustafa, and G. AlRegib, “Joint Learning for Seismic Inversion: An Acoustic Impedance Estimation Case Study,” in Expanded Abstracts of the SEG Annual Meeting, Houston, TX, Oct. 11-16, 2020. [PDF] [Code] [Link]
Y. Sun, M. Prabhushankar, and G. AlRegib, “Implicit Saliency in Deep Neural Networks,” in IEEE International Conference on Image Processing (ICIP), Abu Dhabi, United Arab Emirates, Oct., 2020. [PDF] [Code] [Link]
A. Mustafa, M. Alfarraj, and G. AlRegib, “Spatiotemporal Modeling of Seismic Images for Acoustic Impedance Estimation,” in Expanded Abstracts of the SEG Annual Meeting, Houston, TX, Oct. 11-16, 2020. [PDF] [Code] [Link]
G. Kwon, M. Prabhushankar, D. Temel, and G. AlRegib, “Novelty Detection Through Model-Based Characterization of Neural Networks,” in IEEE International Conference on Image Processing (ICIP), Abu Dhabi, United Arab Emirates, Oct., 2020. [PDF] [Code] [Link]
J. Lee and G. AlRegib, “Gradients as a Measure of Uncertainty in Neural Networks,” in IEEE International Conference on Image Processing (ICIP), Abu Dhabi, United Arab Emirates, Oct., 2020. [PDF] [Link]
G. Kwon, M. Prabhushankar, D. Temel, and G. AlRegib, “Backpropagated Gradient Representations for Anomaly Detection,” in Proceedings of the European Conference on Computer Vision (ECCV), SEC, Glasgow, Aug. 23-28, 2020. [PDF] [Code] [Link]
C. Ma, Y. Kalantidis, G. AlRegib, P. Vajda, M. Rohrbach, and Z. Kira, “Learning to Generate Grounded Visual Captions Without Localization Supervision,” in Proceedings of the European Conference on Computer Vision (ECCV), SEC, Glasgow, Aug. 23-28, 2020. [PDF] [Code] [Link]
M. Chen, B. Li, Y. Bao, G. AlRegib, and Z. Kira, “Action Segmentation With Joint Self-Supervised Temporal Domain Adaptation,” in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, WA, Jun. 14-19, 2020. [PDF] [Code] [Link]
M. Chen, B. Li, Y. Bao, and G. AlRegib, “Action Segmentation With Mixed Temporal Domain Adaptation,” in IEEE Winter Conference on Applications of Computer Vision (WACV), Snowmass Village, CO, Mar. 2-5, 2020. [PDF] [Code] [Link]
M. Chen, Z. Kira, G. AlRegib, J. Yoo, R. Chen, and J. Zheng, “Temporal Attentive Alignment for Large-Scale Video Domain Adaptation,” in International Conference on Computer Vision (ICCV), Seoul, Korea, Oct., 2019. [PDF] [Code] [Link]
M. Alfarraj and G. AlRegib, “Semi-Supervised Learning for Acoustic Impedance Inversion,” in Expanded Abstracts of the SEG Annual Meeting, Sep. 15-20, 2019. [PDF] [Code]
C. Lehman, D. Temel, and G. AlRegib, “Implicit Background Estimation for Semantic Segmentation,” in IEEE International Conference on Image Processing (ICIP), Taipei, Taiwan, Sep., 2019. [PDF] [Code]
G. Kwon*, M. Prabhushankar*, D. Temel, and G. AlRegib, “Distorted Representation Space Characterization Through Backpropagated Gradients,” in IEEE International Conference on Image Processing (ICIP), Taipei, Taiwan, Sep., 2019. [PDF] [Code]
D. Temel*, J. Lee*, and G. AlRegib, “Object Recognition Under Multifarious Conditions: A Reliability Analysis and a Feature Similarity-Based Performance Estimation,” in IEEE International Conference on Image Processing (ICIP), Taipei, Taiwan, Sep., 2019. [PDF] [Code]
A. Mustafa, M. Alfarraj, and G. AlRegib, “Estimation of Acoustic Impedance From Seismic Data Using Temporal Convolutional Network,” in Expanded Abstracts of the SEG Annual Meeting, Sep. 15-20, 2019. [PDF] [Code]
Y. Hu, Z. Long, and G. AlRegib, “Multi-Level Texture Encoding and Representation (MuLTER) Based on Deep Neural Networks,” in IEEE International Conference on Image Processing (ICIP), Taipei, Taiwan, Sep., 2019. [PDF] [Code]
Y. Alaudah, M. Soliman, and G. AlRegib, “Facies Classification With Weak and Strong Supervision — A Comparative Study,” in Expanded Abstracts of the SEG Annual Meeting, San Antonio, TX, Sep. 15-20, 2019. [PDF] [Code]
M. Chen, Z. Kira, and G. AlRegib, “Temporal Attentive Alignment for Video Domain Adaptation,” in IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshop on Learning from Unlabeled Videos, Jun., 2019. [PDF] [Code]
C. Ma, Z. Wu, G. AlRegib, C. Xiong, and Z. Kira., “The Regretful Agent: Heuristic-Aided Navigation Through Progress Estimation,” in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Jun., 2019. [PDF] [Code]
C. Ma, J. Lu, Z. Wu, G. AlRegib, Z. Kira, R. Socher, and C. Xiong., “Self-Monitoring Navigation Agent via Auxiliary Progress Estimation,” in International Conference on Learning Representations (ICLR), May, 2019. [PDF] [Code]
D. Temel, M. J. Mathew, G. AlRegib, and Y. M. Khalifa, “Automated Pupillary Light Reflex Assessment on a Portable Platform,” in International Symposium on Medical Robotics, Atlanta, GA, Apr., 2019. [PDF] [Code]
D. Temel*, J. Lee*, and G. AlRegib, “CURE-OR: Challenging Unreal and Real Environments for Object Recognition,” in IEEE International Conference on Machine Learning and Applications (ICMLA), Orlando, FL, Dec., 2018. [PDF] [Code]
M. Alfarraj and G. AlRegib ., “Petrophysical Property Estimation From Seismic Data Using Recurrent Neural Networks,” in Expanded Abstracts of the SEG Annual Meeting, Anaheim, CA, Oct. 14-19, 2018. [PDF]
Y. Alaudah, S. Gao, and G. AlRegib, “Learning to Label Seismic Structures With Deconvolution Networks and Weak Labels,” in Expanded Abstracts of the SEG Annual Meeting, Anaheim, CA, Oct. 14-19, 2018. [PDF] [Link]
M. A. Shafiq, M. Prabhushankar, H. Di, and G. AlRegib, “Towards Understanding Common Features Between Natural and Seismic Images,” in Expanded Abstracts of the SEG Annual Meeting, Anaheim, CA, Oct. 14-19, 2018. [PDF]
H. Di, M. A. Shafiq, and G. AlRegib, “Patch-Level MLP Classification for Improved Fault Detection,” in Expanded Abstracts of the SEG Annual Meeting, Anaheim, CA, Oct. 14-19, 2018. [PDF]
H. Di, Z. Wang, and G. AlRegib, “Why Using CNN for Seismic Interpretation? An Investigation,” in Expanded Abstracts of the SEG Annual Meeting, Anaheim, CA, Oct. 14-19, 2018. [PDF]
H. Di, Z. Wang, and G. AlRegib, “Real-Time Seismic-Image Interpretation via Deconvolutional Neural Network,” in Expanded Abstracts of the SEG Annual Meeting, Anaheim, CA, Oct. 14-19, 2018. [PDF]
M. Prabhushankar*, G. Kwon*, D. Temel, and G. AlRegib, “Semantically Interpretable and Controllable Filter Sets,” in IEEE International Conference on Image Processing (ICIP), Athens, Greece, Oct. 7-10, 2018. [PDF] [Code]
M. A. Shafiq, M. Prabhushankar, and G. AlRegib, “Leveraging Sparse Features Learned From Natural Images for Seismic Understanding,” in EAGE Annual Conference & Exhibition, Copenhagen, Denmark, Jun. 11-14, 2018. [PDF] [Code]
H. Di, Z. Wang, G. AlRegib, “Deep Convolutional Neural Networks for Seismic Salt-Body Delineation,” in American Association of Petroleum Geologists (AAPG), Annual Convention and Exhibition (ACE), May, 2018. [PDF]
M. A. Shafiq and M. Prabhushankar and Z. Long and H. Di and G. AlRegib, “Attention Models Based on Sparse Autoencoders for Seismic Interpretation,” in American Association of Petroleum Geologists (AAPG), Annual Convention and Exhibition (ACE), May, 2018. [PDF] [Code]
M. A. Shafiq, Z. Long, H. Di, G. AlRegib, M. Deriche, “Fault Detection Using Attention Models Based on Visual Saliency,” in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Calgary, Alberta, Canada, Apr. 15-20, 2018. [PDF] [Code]
C. Ma, A. Kadav, I. Melvin, Z. Kira, G. AlRegib, and H. P. Graf, “Attend and Interact: Higher-Order Object Interactions for Video Understanding,” in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018. [PDF]
H. Di, Z. Wang, and G. AlRegib, “Seismic Fault Detection From Post-Stack Amplitude by Convolutional Neural Networks,” in EAGE Annual Conference & Exhibition, Copenhagen, Denmark, 2018. [PDF]
D. Temel, G. Kwon*, M. Prabhushankar*, and G. AlRegib, “CURE-TSR: Challenging Unreal and Real Environments for Traffic Sign Recognition,” in Advances in Neural Information Processing Systems (NIPS) Workshop on Machine Learning for Intelligent Transportation Systems, Long Beach, CA, Dec., 2017. [PDF] [Code]
H. Di , and G. AlRegib, 2017, “A New Method for Dip Estimation Based on Seismic Waveform Curvature/Flexure Analysis,” in Expanded Abstracts of the SEG Annual Meeting, Houston, Texas, Sep. 24-26, 2017, pp. 2260-2264., [PDF] [Code]
M. Alfarraj, H. Di, and G. AlRegib, “Multiscale Fusion for Seismic Geometric Attribute Enhancement,” in Expanded Abstracts of the SEG Annual Meeting, Houston, Texas, Sep. 24-26, 2017. [PDF] [Code]
Y. Alaudah and G. AlRegib, “A Weakly-Supervised Approach to Seismic Structure Labeling,” in Expanded Abstracts of the SEG Annual Meeting, Houston, Texas, Sep. 24-26, 2017. [PDF] [Code]
M. A. Shafiq, Z. Long, T. Alshawi, and G. AlRegib, “Saliency Detection for Seismic Applications Using Multi-Dimensional Spectral Projections and Directional Comparisons,” in IEEE International Conference on Image Processing (ICIP), Beijing, China, Sep. 12-20, 2017. [PDF] [Code]
H. Di , M. A. Shafiq, and G. AlRegib, 2017, “Seismic Fault Detection Based on Multi-Attribute Support Vector Machine Analysis,” in Expanded Abstracts of the SEG Annual Meeting, Houston, Texas, Sep. 24-26, 2017, pp. 2039-2044., [PDF] [Code]
M.Prabhushankar, D. Temel, and G.AlRegib, “Generating Adaptive and Robust Filter Sets Using an Unsupervised Learning Framework,” in IEEE International Conference on Image Processing (ICIP), Beijing, China, Sep. 12-20, 2017. [PDF] [Code]
M. A. Shafiq, Y. Alaudah, H. Di, and G. AlRegib, “Salt Dome Detection Within Migrated Seismic Volumes Using Phase Congruency,” in Expanded Abstracts of the SEG Annual Meeting, Houston, Texas, Sep. 24-26, 2017. [PDF] [Code]
Y. Alaudah and G. AlRegib, “A Directional Coherence Attribute for Seismic Interpretation,” in Expanded Abstracts of the SEG Annual Meeting, Houston, Texas, Sep. 24-26, 2017. [PDF] [Code]
H. Di , M. Alfarraj, and G. AlRegib, 2017, “3D Curvature Analysis of Seismic Waveform and Its Interpretational Implications,” in Expanded Abstracts of the SEG Annual Meeting, Houston, Texas, Sep. 24-26, 2017, pp. 2255-2259., [PDF] [Code]
H. Di, M. A. Shafiq and G. AlRegib, “Multi-Attribute K-Means Cluster Analysis for Salt Boundary Detection,” in EAGE Annual Conference & Exhibition, Paris, France, Jun. 12-15, 2017. [PDF] [Code]
M. A. Shafiq, Y. Alaudah, and G. AlRegib, “Salt Dome Delineation Using Edge- And Texture-Based Attributes,” in EAGE Annual Conference & Exhibition, Paris, France, Jun. 12-15, 2017. [PDF] [Code]
H. Di and G. AlRegib, “Seismic Multi-Attribute Classification for Salt Boundary Detection: A Comparison,” in EAGE Annual Conference & Exhibition, Paris, France, Jun. 12-15, 2017. [PDF] [Code]
M. Alfarraj , H Di, and G. AlRegib, “Multiscale Fusion for Improved Instantaneous Attribute Analysis,” in EAGE Annual Conference & Exhibition, Paris, France, Jun. 12-15, 2017. [PDF]
Y. Alaudah, H. Di, and G. AlRegib, “Weakly Supervised Seismic Structure Labeling via Orthogonal Non-Negative Matrix Factorization,” in EAGE Annual Conference & Exhibition, Paris, France, Jun. 12-15, 2017. [PDF] [Code]
M. A. Shafiq, H. Di, and G. AlRegib, “A Texture-Based Approach for Automated Detection of Listric Faults,” in EAGE Annual Conference & Exhibition, Paris, France, Jun. 12-15, 2017. [PDF] [Code]
H. Di , and G. AlRegib, “Volumetric Fault Imaging Based on Seismic Geometry Analysis,” in American Association of Petroleum Geologists (AAPG), Annual Convention and Exhibition (ACE), Apr. 2-5, 2017. [PDF]
M. A. Shafiq, H. Di, Y. Alaudah, and G. AlRegib, “Interpreter-Assisted Interactive Delineation of Salt Domes Using Phase Congruency and Gradient of Texture Attributes,” in American Association of Petroleum Geologists (AAPG), Annual Convention and Exhibition (ACE), Apr. 2-5, 2017. [PDF] [Code]
M. A. Shafiq, Y. Alaudah, G. AlRegib, and M. Deriche, “Phase Congruency for Image Understanding With Applications in Computational Seismic Interpretation,” in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), New Orleans, LA, Mar. 5-7, 2017. [PDF] [Code]
Y. Hu, Z. Long, and G. AlRegib, “Scale Selective Extended Local Binary Pattern for Texture Classification,” in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), New Orleans, LA, Mar. 5-7, 2017. [PDF] [Code]
M. Prabhushankar, D. Temel, and G. AlRegib, “MS-UNIQUE: Multi-Model and Sharpness-Weighted Unsupervised Image Quality Estimation,” in Image Quality and System Performance XIV, part of IS&T Electronic Imaging, San Francisco, CA, Jan. 29, 2017. [PDF] [Code]
C. Ma, A. Kadav, I. Melvin, Z. Kira, G. AlRegib, and H. P. Graf, “Grounded Objects and Interactions for Video Captioning,” in Advances in Neural Information Processing Systems (NIPS) Workshop on Visually-Grounded Interaction and Language, 2017. [PDF]
M. A. Aabed, G. Kwon, and G. AlRegib, “Power of Tempospatially Unified Spectral Density for Perceptual Video Quality Assessment,” in IEEE International Conference on Multimedia and Expo (ICME), Hong Kong, 2017. [PDF] [Code]
A. Lawal, S. Al-dharrab, M. Deriche, M. Shafiq, and G. AlRegib, “Fault Detection Using Seismic Attributes and Visual Saliency,” in Expanded Abstracts of the SEG Annual Meeting, Dallas, Texas, Oct. 16-21, 2016. [PDF] [Code]
Y. Hu, Z. Long, G. AlRegib, “Completed Local Derivative Pattern for Rotation Invariant Texture Classification,” in IEEE International Conference on Image Processing (ICIP), Sep. 25-28, 2016. [PDF] [Code]
D. Temel and G. AlRegib, “ReSIFT: Reliability-Weighted SIFT-based Image Quality Assessment,” in IEEE International Conference on Image Processing (ICIP), Sep. 25-28, 2016. [PDF] [Code]
M. Aabed and G. AlRegib, “Perceptual Video Quality Assessment: Spatiotemporal Pooling Strategies for Different Distortions and Visual Maps,” in IEEE International Workshop on Multimedia Signal Processing (MMSP), Montreal, Canada, Sep. 21-23, 2016. [PDF]
D. Temel and G. AlRegib, “Boosting in Image Quality Assessment,” in IEEE International Workshop on Multimedia Signal Processing (MMSP), Montreal, Canada, Sep. 21-23, 2016. [PDF] [Code]
M. Alfarraj, Y. Alaudah, and G. AlRegib , “Content-Adaptive Non-Parametric Texture Similarity Measure,” in IEEE International Workshop on Multimedia Signal Processing (MMSP), Montreal, Canada, Sep. 21-23, 2016. [PDF] [Code]
T. AlShawi, Z. Long, and G. AlRegib, “Understanding Spatial Correlation in Eye-Fixation Maps for Visual Attention in Videos,” in IEEE International Conference on Multimedia and Expo (ICME), Seattle, WA, Jul. 11-15, 2016. [PDF] [Code]
D. Temel and G. AlRegib, “BLeSS: Bio-Inspired Low-Level Spatiochromatic Similarity Assisted Image Quality Assessment,” in IEEE International Conference on Multimedia and Expo (ICME), Jul. 11-15, 2016. [PDF] [Code]
M. Shafiq, Y. Alaudah, and G. AlRegib, “A Hybrid Approach for Salt Dome Delineation Within Migrated Seismic Volumes,” in EAGE Annual Conference & Exhibition, Vienna, Austria, May 30 – Jun. 2, 2016. [PDF] [Code]
M. Shafiq and G. AlRegib, “Perceptual and Non-Perceptual Dissimilarity Measures for Salt Dome Delineation,” in EAGE Annual Conference & Exhibition, Vienna, Austria, May 30 – Jun. 2, 2016. [PDF] [Code]
M. Shafiq and G. AlRegib, “Interpreter-Assisted Tracking of Subsurface Structures Within Migrated Seismic Volumes Using Active Contour,” in EAGE Annual Conference & Exhibition, Vienna, Austria, May 30 – Jun. 2, 2016. [PDF] [Code]
M. Shafiq and G. AlRegib, “A Noise Robust Approach for Delineating Subsurface Structures Within Migrated Seismic Volumes,” in EAGE Annual Conference & Exhibition, Vienna, Austria, May 30 – Jun. 2, 2016. [PDF] [Code]
Z. Wang, Z. Long, and G. AlRegib, “Tensor-Based Subspace Learning for Tracking Salt-Dome Boundaries Constrained by Seismic Attributes,” in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Shanghai, China, Mar. 20-25, 2016. [PDF] [Code]
M. Shafiq, T. Alshawi, Z. Long, and G. AlRegib, “SalSi: A New Seismic Attribute for Salt Dome Detection,” in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Shanghai, China, Mar. 20-25, 2016. [PDF] [Code]
Alaudah, Y. and G. AlRegib, “Weakly-Supervised Labeling of Seismic Volumes Using Reference Exemplars,” in IEEE International Conference on Image Processing (ICIP), Phoenix, AZ, Feb., 2016. [PDF] [Code]
H. Pan, D. Temel, and G. AlRegib, “HeartBEAT: Heart Beat Estimation Through Adaptive Tracking,” in IEEE International Conference on Biomedical and Health Informatics, Las Vegas, NV, Feb. 24-27, 2016. [PDF] [Code]
Alaudah, Y. and G. AlRegib, “A Generalized Tensor-Based Coherence Attribute,” in EAGE Annual Conference & Exhibition, Vienna, Austria, 2016. [PDF] [Code]
T. Hegazy, Z. Wang, and G. AlRegib, “The Role of Perceptual Texture Dissimilarity in Automating Seismic Data Interpretation,” in IEEE Global Conference on Signal and Information Processing (GlobalSIP), Orlando, FL, Dec. 14-16, 2015. [PDF]
D. Temel and G. AlRegib, “A Comparative Study of Quality and Content-Based Spatial Pooling Strategies in Image Quality Assessment,” in IEEE Global Conference on Signal and Information Processing (GlobalSIP), Orlando, FL, Dec. 14-16, 2015. [PDF] [Code]
T. AlShawi, Z. Long, and G. AlRegib, “Unsupervised Estimation of Uncertainty for Video Saliency Detection Using Temporal Cues,” in IEEE Global Conference on Signal and Information Processing (GlobalSIP), Orlando, FL, Dec. 14-16, 2015. [PDF] [Code]
M. Shafiq, Z. Wang, and G. AlRegib, “Seismic Interpretation of Migrated Data Using Edge-Based Geodesic Active Contours,” in IEEE Global Conference on Signal and Information Processing (GlobalSIP), Orlando, FL, Dec. 14-16, 2015. [PDF] [Code]
T. AlShawi, Z. Long, and G. AlRegib, “Unsupervised Uncertainty Analysis for Video Saliency Detection,” in IEEE Conference on Signals, Systems and Computers (ASILOMAR), Pacific Grove, CA, Nov., 2015. [PDF] [Code]
A. Amin, M. Deriche, T. Hegazy, Z. Wang, and G. AlRegib, “A Novel Approach for Salt Dome Detection Using a Dictionary-Based Classifier,” in Expanded Abstracts of the SEG Annual Meeting, New Orleans, LA, Oct. 18-23, 2015. [PDF]
M. Shafiq, Z. Wang, A. Amin, T. Hegazy, M. Deriche, and G. AlRegib, “Detection of Salt-Dome Boundary Surfaces in Migrated Seismic Volumes Using Gradient of Textures,” in Expanded Abstracts of the SEG Annual Meeting, New Orleans, LA, Oct. 18-23, 2015. [PDF] [Code]
Z. Long, Y. Alaudah, M. Qureshi, M. Farraj, Z. Wang, A. Amin, M. Deriche, and G. AlRegib, “Characterization of Migrated Seismic Volumes Using Texture Attributes: A Comparative Study,” in Expanded Abstracts of the SEG Annual Meeting, New Orleans, LA, Oct. 18-23, 2015. [PDF] [Code]
Z. Wang, Z. Long, and G. AlRegib, “Tensor-Based Subspace Learning for Tracking Salt-Dome Boundaries,” in IEEE International Conference on Image Processing (ICIP), Québec City, Canada, Sep. 27-30, 2015. [PDF]
M. Aabed and G. AlRegib, “Reduced-Reference Perceptual Quality Assessment for Video Streaming,” in IEEE International Conference on Image Processing (ICIP), Québec City, Canada, Sep. 27-30, 2015. [PDF]
D. Temel and G. AlRegib, “PerSIM: Multi-Resolution Image Quality Assessment in the Perceptually Uniform Color Domain,” in IEEE International Conference on Image Processing (ICIP), Québec city, Canada, Sep. 27-30, 2015. [PDF] [Code]
Y. Alaudah and G. AlRegib, “A Curvelet-Based Distance Measure for Seismic Images,” in IEEE International Conference on Image Processing (ICIP), Québec City, Canada, Sep. 27-30, 2015. [PDF] [Code]
Z. Long and G. AlRegib, “Saliency Detection for Videos Using 3D FFT Local Spectra,” in Human Vision and Electronic Imaging XX, SPIE Electronic Imaging, San Francisco, CA, Feb. 8-12, 2015. [PDF] [Code]
Z. Long, Z. Wang, and G. AlRegib, “SeiSIM: Structural Similarity Evaluation for Seismic Data Retrieval,” in IEEE International Conference on Communications, Signal Processing, and their Applications (ICCSPA), Sharjah, United Arab Emirates (UAE), Feb. 17-19, 2015. [PDF] [Code]
M. Aabed and G. AlRegib, “No Reference Perceptual Quality Assessment of Streamed Videos Using Optical Flow Features,” in IEEE Global Conference on Signal and Information Processing (GlobalSIP), Atlanta, GA, Dec. 3-5, 2014. [PDF]
H. Al-Marzouqi and G. AlRegib, “Texture Similarity Using Periodically Extended and Adaptive Curvelets,” in IEEE Global Conference on Signal and Information Processing (GlobalSIP), Atlanta, GA, Dec. 3-5, 2014. [PDF]
D. Temel and G. AlRegib, “Image Quality Assessment and Color Difference,” in IEEE Global Conference on Signal and Information Processing (GlobalSIP), Atlanta, GA, Dec. 3-5, 2014. [PDF] [Code]
T. Hegazy and G. AlRegib, “A New Full-Reference IQA Index Using Error Spectrum Chaos,” in IEEE Global Conference on Signal and Information Processing (GlobalSIP), Atlanta, GA, Dec. 3-5, 2014. [PDF] [Code]
Z. Wang, D. Temel and G. AlRegib, “Fault Detection Using Color Blending and Color Transformations,” in IEEE Global Conference on Signal and Information Processing (GlobalSIP), Atlanta, GA, Dec. 3-5, 2014. [PDF] [Code]
H. Al-Marzouqi and G. AlRegib, “Similarity Index for Seismic Data Sets Using Adaptive Curvelets,” in Expanded Abstracts of the SEG Annual Meeting, Oct. 26-31, 2014. [PDF]
Z. Wang, Z. Long, G. AlRegib, A. Asjad, and M. A. Deriche, “Automatic Fault Tracking Across Seismic Volumes via Tracking Vectors,” in IEEE International Conference on Image Processing (ICIP), Paris, France, Oct. 27-30, 2014. [PDF] [Code]
D. Temel and G. AlRegib, “A Comparative Study of Computational Aesthetics,” in IEEE International Conference on Image Processing (ICIP), Paris, France, Oct. 27-30, 2014. [PDF] [Code]
Z. Wang and G. AlRegib, “Automatic Fault Surface Detection Using 3D Hough Transform,” in Expanded Abstracts of the SEG Annual Meeting, Oct. 26-31, 2014. [PDF]
T. Hegazy and G. AlRegib, “Texture Attributes for Detecting Salt Bodies in Seismic Data,” in Expanded Abstracts of the SEG Annual Meeting, Denver, Colorado, Oct. 26-31, 2014. [PDF]
M. Aabed and G. AlRegib, “No-Reference Quality Assessment of HEVC Videos in Loss-Prone Networks,” in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Florence, Italy, May 4-9, 2014. [PDF]
Z. Wang and G. AlRegib, “Fault Detection in Seismic Datasets Using Hough Transform,” in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Florence, Italy, May 4-9, 2014. [PDF] [Code]
H. Al Marzouqi and G. AlRegib, “Using the Coefficient of Variation to Improve the Sparsity of Seismic Data,” in IEEE Global Conference on Signal and Information Processing (GlobalSIP), Austin, Texas, Dec., 2013. [PDF]
D. Temel and G. AlRegib, “Coding of 3D Videos Based on Visual Discomfort,” in IEEE Conference on Signals, Systems and Computers (ASILOMAR), Paific Grove, CA, Nov. 3-6, 2013. [PDF]
D. Temel and G. AlRegib, “Effectiveness of 3VQM in Capturing Depth Inconsistencies,” in IEEE IVMSP Workshop: 3D Image/Video Technologies and Applications, Seoul, Korea, Jun. 10-12, 2013. [PDF]
H. Al Marzouqi and G. AlRegib, “Searching for the Optimal Curvelet Tiling,” in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Vancouver, Canada, May 26-31, 2013. [PDF]
D. Temel, M. Aabed, M. Solh, and G. AlRegib, “Efficient Streaming of Stereoscopic Depth-Based 3D Videos,” in Visual Information Processing and Communication IV, SPIE Electronic Imaging, San Francisco, CA, Feb. 3-7, 2013. [PDF]
D. Temel, G. Zhang, Q. Lin, and G. AlRegib, “Modified Weak Fusion Model for Depthless Streaming of 3D Videos,” in IEEE Multimedia and Expo Workshops (ICME), San Jose, CA, 2013, pp. 1-6., [PDF]
A. Azgin, G. AlRegib and Y. Altunbasak, “Cooperative on-Demand Delivery for IPTV Networks,” in IEEE Global Communications Conference (GLOBECOM), Anaheim, CA, Dec. 3-7, 2012. [PDF]
M. Aabed, D. Temel, and G. AlRegib, “Depth Map Estimation in DIBR Stereoscopic 3D Videos Using a Combination of Monocular Cues,” in IEEE Conference on Signals, Systems and Computers (ASILOMAR), Nov. 4-7, 2012. [PDF]
M. Solh, and G. AlRegib, “Depth-Less 3D Rendering,” in IEEE Conference on Signals, Systems and Computers (ASILOMAR), Paific Grove, CA, Nov. 4-7, 2012.
M. Santoro, G. AlRegib, and Y. Altunbasak, “Motion Estimation Using Block Overlap Minimization,” in IEEE International Workshop on Multimedia Signal Processing (MMSP), Banff, Canada, Sep. 17-19, 2012. [PDF]
M. Santoro, G. AlRegib, and Y. Altunbasak, “Block-Overlap-Based Validity Metric for Hybrid De-Interlacing,” in IEEE International Conference on Image Processing (ICIP), Orlando, FL, Sep. 30, 2012. [PDF]
M. Santoro, G. AlRegib, and Y. Altunbasak, “Misalignment Correction for Depth Estimation Using Stereoscopic 3-D Cameras,” in IEEE International Workshop on Multimedia Signal Processing (MMSP), Banff, Canada, Sep. 17-19, 2012. [PDF]
M. Chen, G. AlRegib, and B.-H. Juang, “6D Motion Gesture Recognition Using Spatio-Temporal Features,” in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Kyoto, Japan, May 25-30, 2012. [PDF]
M. Santoro, G. AlRegib, and Y. Altunbasak, “Adaptive Search-Based Hierarchical Motion Estimation Using Spatial Priors,” in International Conference on Computer Vision Theory and Applications (VISAPP 2012), Rome, Italy, Feb. 22-24, 2012.
M. Chen, G. AlRegib, and B.-H. Juang, “6DMG: A New 6D Motion Gesture Database,” in ACM Multimedia Systems Conference (MMSys), Chapel Hill, NC, Feb. 22-24, 2012. [PDF]
M. Solh, G. AlRegib, “Depth Adaptive Hierarchical Hole Filling for DIBR-based 3D Videos,” in Visual Information Processing and Communication III Conference, part of IS&T/SPIE Electronic Imaging, Burlingame, CA, Jan., 2012. [PDF]
H. Al Marzouqi, G. AlRegib, “Curvelet Transform With Adaptive Tiling,” in Visual Information Processing and Communication III Conference, part of IS&T/SPIE Electronic Imaging, Burlingame, CA, Jan., 2012. [PDF]
N. Kamaci, G. AlRegib, “Impact of Encoding Parameters on DCT Coefficient Distribution for H.264-Like Video Coders,” in Visual Information Processing and Communication III Conference, part of IS&T/SPIE Electronic Imaging, Burlingame, CA, Jan., 2012. [PDF]
M. Chen, G. AlRegib, “A New 6D Motion Gesture Database and the Benchmark Results of Feature-Based Statistical Recognition,” in IEEE International Conference on Emerging Signal Processing Applications, Las Vegas, NV, Jan. 12-14, 2012. [PDF]
M. Aabed, G. AlRegib, “Statistical Modeling of Social Networks Activities,” in IEEE International Conference on Emerging Signal Processing Applications, Las Vegas, NV, Jan. 12-14, 2012. [PDF]
M. Chen, G. AlRegib, and B.-H. Juang, “An Integrated Framework for Universal Motion Control,” in International Conference on Virtual Reality Continuum and Its Applications in Industry (VRCAI), Hong Kong, China, Dec. 11-12, 2011. [PDF]
M. Solh and G. AlRegib, “The Mosaic Camera: Streaming, Coding and Compositing Experiments,” in IEEE International Workshop on Video Panorama, Sep., 2011. [PDF]
N. Kamaci and G. Al-Regib, “Improved DCT Coefficient Distribution Modeling for H.264-Like Video Coders Based on Block Classification,” in IEEE International Conference on Image Processing (ICIP), Brussels, Belgium, Sep., 2011. [PDF]
M. Solh, J. Martinez, and G. AlRegib, “3VQM: A Vision-Based Quality Measure for DIBR-Based 3D Videos,” in IEEE International Conference on Multimedia and Expo (ICME), Barcelona, Spain, Jul. 11-15, 2011. [PDF]
M. Solh and G. AlRegib, “A No-Reference Quality Measure for DIBR-Based 3D Videos,” in IEEE International Conference on Multimedia and Expo (ICME), Barcelona, Spain, Jul. 11-15, 2011. [PDF]
M. Chen, G. AlRegib, B.H. Juang, “Trajectory Triangulation: 3D Motion Reconstruction With L1 Optimization,” in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Prague, Czech Republic, May 22-27, 2011. [PDF]
M. Solh and G. AlRegib, “Hierarchical Hole-Filling (HHF): Depth Image-Based Rendering Without Depth Map Filtering for 3d-Tv,” in IEEE International Workshop on Multimedia Signal Processing (MMSP), Saint Malo, Spain, Oct., 2010, pp. 87-92.
M. Chen, G. AlRegib, and B.H. Juang, “Characteristics of Spatio-Temporal Signals Acquired by Optical Motion Tracking,” in IEEE International Conference on Signal Processing (ICSP), Beijing, China, Oct., 2010, pp. 1205-1208., [PDF]
J. Li, G. AlRegib, D. Tian, W. H. Chen, and P. S. Chang, “Context-Adaptive Hybrid Variable Length Coding in H.264/AVC,” in IEEE International Conference on Image Processing (ICIP), Cairo, Egypt, Nov. 7-11, 2009. [PDF]
M. Solh and G. AlRegib, “MIQM: A Novel Multi-View Images Quality Measure,” in IEEE International Workshop on IP Multimedia Communications (IPMC), San Diego, CA, Jul. 29-31, 2009. [PDF] [Code]
F. Stakem and G. AlRegib, “An Adaptive Approach to Exponential Smoothing for CVE State Prediction,” in the Second International Conference on Immersive Telecommunications (IMMERSCOM), Berkeley, CA, May 27-29, 2009. [PDF]
M. Solh and G. AlRegib, “Characterization of Image Distortion in Multi-Camera Systems,” in the Second International Conference on Immersive Telecommunications (IMMERSCOM), Berkeley, CA, May 27-29, 2009. [PDF]
M. Gandy, B. Davidson, F. Stakem, and G. Al-Regib, “Denial of Service: A Mobile Multi-Player Real-Time Strategy Game,” in HCI Conference, San Diego, CA, 2009.
J. Li and G. AlRegib, “Optimal Weighted Data Gathering in Multi-Hop Heterogeneous Sensor Networks,” in Military Communications Conference (MILCOM), San Diego, CA, Nov. 17-19, 2008. [PDF]
J. Li, G. AlRegib, D. Tian, P. S. Chang, and W. H. Chen, “Three-Dimensional Position and Amplitude VLC Coding in H.264,” in IEEE International Workshop on IP Multimedia Communications (IPMC), Aug., 2008.
J. Li, G. AlRegib, D. Tian, P. S. Chang, and W. H. Chen, “Three-Dimensional Position and Amplitude VLC Coding in H.264/AVC,” in IEEE International Conference on Image Processing (ICIP), Aug., 2008. [PDF]
F. Stakem and G. AlRegib, “Arm Movement Prediction Using Neural Networks,” in IEEE International Workshop on IP Multimedia Communications (IPMC), Aug., 2008. [PDF]
J. Li and G. AlRegib, “Maximizing Network Lifetime for Estimation in Multi-Hop Wireless Sensor Networks,” in IEEE International Workshop on IP Multimedia Communications (IPMC), Aug., 2008. [PDF]
F. Stakem and G. AlRegib, “Neural Networks for Human Movement Prediction,” in Symp. on 3D Data Processing, Visualization, and Transmission, Jun. 18-20, 2008, pp. 213-219.
J. Li, G. AlRegib, D. Tian, P. S. Chang and W. H. Chen, “Joint Position and Amplitude Coding in Hybrid Variable Length Coding for Video Compression,” in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Las Vegas, NV, Mar., 2008, pp. 1053-1056., [PDF]
J. Li and G. AlRegib, “Energy-Constrained Distributed Estimation in Wireless Sensor Networks,” in Military Communications Conference (MILCOM), Orlando, FL, Oct., 2007. [PDF]
F. Stakem, G. AlRegib, and B.H. Juang, “Towards Modeling Human Arm Movements in a CVE,” in IEEE International Workshop on IP Multimedia Communications (IPMC), Bussolengo, Italy, Oct., 2007. [PDF]
D. Tian, W. Chen, P. S. Chang, G. AlRegib, and R. M. Mersereau, “Hybrid Variable Length Coding for Image and Video Compression,” in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Honolulu, HI, Apr., 2007, pp. 1133-1136., [PDF]
G. AlRegib and D. Tian, “Multi-Streaming of Visual Scenes With Scalable Partial Reliability,” in IEEE International Conference on Image Processing (ICIP), Atlanta, GA, Oct., 2006, pp. 3065-3068., [PDF]
F. Stakem, G. AlRegib, Fred Juang, and Mourad Bouzit, “Design of a Transmission Protocol for a CVE,” in IEEE International Conference on Image Processing (ICIP), Atlanta, GA, Oct., 2006, pp. 1313-1316., [PDF]
D. Tian and G. AlRegib, “Parity-Object Embedded Streaming for Synthetic Graphics,” in IEEE International Conference on Image Processing (ICIP), Atlanta, GA, Oct., 2006, pp. 813-816., [PDF]
J. Li, D. Tian, and G. AlRegib, “Adaptive Multi-Resolution Coding for 3D Scenes Using Vector Quantization,” in IEEE International Conference on Image Processing (ICIP), Atlanta, GA, Oct., 2006, pp. 545-548., [PDF]
J. Li, G. AlRegib, “Energy-Efficient Cluster-Based Distributed Estimation in Wireless Sensor Networks,” in Military Communications Conference (MILCOM), Washington, D.C., Oct., 2006. [PDF]
J. Li and G. AlRegib, “Rate-Constrained Distributed Estimation in Wireless Sensor Networks,” in The International Conference on Computer Communications and Networks (ICCCN), Arlington, VA, Oct., 2006, pp. 317-322.(Nominated for Best Paper Award), [PDF]
D. Tian and G. AlRegib, “PODS: Partially Ordered Delivery of 3D Scenes in Resource-Constrained Environments,” in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Toulouse, France, May, 2006, pp. 413-416., [PDF]
G. AlRegib and D. Tian, “Latency-Minimized Delivery for Multi-Resolution Mesh Geometry,” in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Toulouse, France, May, 2006, pp. 369-372., [PDF]
I. Bahceci, G. AlRegib, and Y. Altunbasak, “Parallel Distributed Detection for Wireless Sensor Networks: Performance Analysis and Design,” in IEEE Global Communications Conference (GLOBECOM), St. Louis, MO, Nov., 2005, pp. 2420-2424., [PDF]
A. Azgin, Y. Altunbasak, and G. AlRegib, “Cooperative MAC and Routing Protocols for Wireless Ad Hoc Networks,” in IEEE Global Communications Conference (GLOBECOM), St. Louis, MO, Nov., 2005, pp. 2854-2859., [PDF]
I. Bahceci, G. AlRegib, and Y. Altunbasak, “Serial Distributed Detection for Wireless Sensor Networks,” in IEEE International Symp. on Information Theory (ISIT), Adelaide, Australia, Sep., 2005, pp. 830-834., [PDF]
M. Bouzit, B.H. Juang, and G AlRegib, “MMK: 3D Manipulation Using Macro-Micro Kinematics,” in HCII Conference, Las Vegas, NV, Jul., 2005.
D. Tian and G. AlRegib, “Progressive Streaming of Textured 3-D Models Over Bandwidth-Limited Channels,” in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Philadelphia, PA, May, 2005, pp. 1089-1092., [PDF]
D. Tian and G. AlRegib, “FQM: A Fast Quality Measure for Efficient Transmission of Textured 3D Models,” in ACM Multimedia, Oct., 2004, pp. 686-692.(Acceptance Rate: 14%), [PDF]
D. Tian, Y.C. Lee, G. Al-Regib, and Y. Altunbasak, “Packetized Media Streaming Over Multiple Wireless Channels,” in IEEE International Conference on Communications (ICC), Jun., 2004, pp. 1335-1339., [PDF]
S. Yaman and G. AlRegib, “A Low-Complexity Video Encoder With Decoder Motion Estimator,” in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Montréal, Canada, May, 2004, pp. 157-160., [PDF]
G. AlRegib and Y. Altunbasak, “3TP: 3-D Models Transport Protocol,” in International Conference on 3D Web Technology, Monterey, CA, Apr., 2004, pp. 155-163., [PDF]
D. Tian, X. Li, G. AlRegib, Y. Altunbasak, and Joel Jackson, “Optimal Packet Scheduling for Wireless Video Streaming With Error-Prone Feedback,” in IEEE International Conference on Wireless Communications and Networking, Atlanta, GA, Mar., 2004, pp. 1287-1292., [PDF]
G. Al-Regib and Y. Altunbasak, “3TP: An Application-Layer Protocol for Streaming 3-D Graphics – Experimental Approach,” in IEEE International Conference on Multimedia and Expo (ICME), Baltimore, MD, Jul., 2003, pp. 421-424., [PDF]
G. Al-Regib, Y. Altunbasak, and J. Rossignac, “A Joint Source and Channel Coding Approach for Progressively Compressed 3D Mesh Transmission,” in IEEE International Conference on Image Processing (ICIP), Rochester, NY, Sep., 2002, pp. 161-164., [PDF]
G. Al-Regib, Y. Altunbasak, J. Rossignac, and R. Mersereau, “Protocol for Streaming Compressed 3-D Animations Over Lossy Channels,” in IEEE International Conference on Multimedia and Expo (ICME), Lausanne, Switzerland, Aug., 2002, pp. 353-356., [PDF]
G. Al-Regib and Y. Altunbasak, “An Unequal Error Protection Method for Packet Loss Resilient 3D Mesh Transmission,” in Annual Joint Conference of the IEEE Computer and Communications Societies (INFOCOM), New York, NY, Jun., 2002, pp. 743-752.(Acceptance Rate: 17%), [PDF]
G. Al-Regib, Y. Altunbasak, and J. Rossignac, “An Unequal Error Protection Method for Progressively Compressed 3D Models,” in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Orlando, FL, May, 2002, pp. 2041-2044., [PDF]
G. Al-Regib and Y. Altunbasak, “A System Level Framework for Streaming 3D Meshes Over Packet Networks,” in International Conference on Networking, Jul., 2001, pp. 745-753., [PDF]
G. Al-Regib and Y. Altunbasak, “Two-Dimensional Motion Estimation With Hierarchical Content-Based Meshes,” in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), May, 2001, pp. 1621-1624., [PDF]
A. Alattar and G. Al-Regib, “Evaluation of Selective Encryption Techniques for Secure Transmission of MPEG Video Bit-Streams,” in IEEE International Symp. on Circuits and Systems, 1999, pp. 340-343., [PDF]
A. Alattar, G. Al-Regib, and S. Al-Semari, “Improved Selective Encryption Techniques for Secure Transmission of MPEG Video Bit-Streams,” in IEEE International Conference on Image Processing (ICIP), 1999, pp. 256-260., [PDF]
Editorial Articles
G. AlRegib, “SPS Global Presence and Extinct Technologies [From the Editor],”, IEEE Signal Processing Magazine, May, 2011. [PDF]
G. AlRegib, “From Admiration, Celebration, and Guessing to Innovation [From the Editor],”, IEEE Signal Processing Magazine, May, 2010. [PDF]
A. Kwasinski and G. AlRegib, “Gadgets and Signal Processing: The 2010 International CES,”, IEEE Signal Processing Magazine, May, 2010. [PDF]
G. AlRegib, “Immersive Telecommunications; Why Now?,”, IEEE COMSOC MMTC E-Letter, vol. 4, no. 3, Apr., 2009. [PDF]
G. AlRegib, “Quality Matters, Especially in Sharing Knowledge [From the Editor],”, IEEE Signal Processing Magazine, Mar., 2009. [PDF]
Presentations
G. AlRegib, “Inferential Machine Learning: Towards Human-Collaborative Foundation Models,” at Springer Nature Computational Science Seminars, Keynote, Mar. 13, 2025. (doi: 10.52843/cassyni.z4r8dt) [Link]
G. AlRegib, “Computational Visual Explanations: A Case Study in Robustness, Uncertainty, and Intervenability,” at AI Transforming Systems, Dhahran , Saudi Arabia, Keynote, Feb. 5-7, 2025. [PDF]
G. Kaviani, Y. Yarici, M. Prabhushankar, and G. Alregib, “Exploring Human Daily Activity Through a Hierarchical Multimodal Lens,” at WiML Workshop @ NeurIPS 2024, Dec 10 – Dec 15, 2024.
G. AlRegib, “Visual Explanations in AI,” at Colour & Visual Computing Symposium, Gjøvik, Norway, Keynote, Sept. 05-06, 2024. [Link]
E. Ozturk, M. Prabhushankar, and G. AlRegib, “Multi-View Seismic Segmentation With Test-Time Augmentation,” at International Meeting for Applied Geoscience and Energy (IMAGE), Houston, TX, Aug. 26-30, 2024.
C. Zhou, M. Prabhushankar, and G. AlRegib, “Generative Modeling of Disagreements for Expertise-Based Seismic Fault Labels,” at International Meeting for Applied Geoscience and Energy (IMAGE), Houston, TX, Aug. 26-30, 2024.
J. Quesada, M. Prabhushankar, and G. AlRegib, “Uncertainty-Aware Seismic Fault Annotations Can Reveal Insights Into Label Expertise and Confidence,” at International Meeting for Applied Geoscience and Energy (IMAGE), Houston, TX, Aug. 26-30, 2024.
P. Chowdhury, M. Prabhushankar, and G. AlRegib, “Optimizing Prompting for Foundation Models in Seismic Image Segmentation,” at International Meeting for Applied Geoscience and Energy (IMAGE), Houston, TX, Aug. 26-30, 2024.
K. Kokilepersaud, M. Prabhushankar, and G. AlRegib, “Integrating Granularity Information Into Seismic Contrastive Learning,” at International Meeting for Applied Geoscience and Energy (IMAGE), Houston, TX, Aug. 26-30, 2024.
K. Kokilepersaud, M. Prabhushankar, and G. AlRegib, “Assessing Seismic Data Through Self-Supervised Representational Analysis,” at International Meeting for Applied Geoscience and Energy (IMAGE), Houston, TX, Aug. 26-30, 2024.
C. Zhou, M. Prabhushankar, and G. AlRegib, “Interpretational Uncertainty-Based Seismic Fault Labeling With Reduced Expert Annotations,” at International Meeting for Applied Geoscience and Energy (IMAGE), Houston, TX, Aug. 26-30, 2024.
M. Alotaibi, M. Prabhushankar, K. Kokilepersaud, and G. AlRegib, “Improving Seismic Interpretation Accuracy and Efficiency With Human-Machine Collaboration,” at International Meeting for Applied Geoscience and Energy (IMAGE), Houston, TX, Aug. 26-30, 2024.
K. Kokilepersaud, M. Alotaibi, P. Chowdhury, M. Prabhushankar, and G. AlRegib, “On the Feedback Between Experts and Machines in Seismic Annotation Workflows,” at ML4SEISMIC Partners Meeting, Nov. 08-09, 2023. [PDF] [Link]
M. Prabhushankar, P. Chowdhury, M. Alotaibi, and G. AlRegib, “Interventionist Uncertainty in Neural Networks: A Case Study in Prompting,” at ML4SEISMIC Partners Meeting, Nov. 08-09, 2023. [PDF] [Link]
J. Quesada, C. Zhou, M. Prabhushankar and G. AlRegib, “A New Seismic Fault Label Uncertainty Dataset: Insights From Expertise, Certainty, and Consistency,” at ML4SEISMIC Partners Meeting, Nov. 08-09, 2023. [PDF] [Link]
A. Mustafa, Reza Rastegar and G. AlRegib, “Modeling Visual Attention for Seismic Interpretation With Incomplete Labels,” at ML4SEISMIC Partners Meeting, Nov. 08-09, 2023. [PDF] [Link]
R. Benkert, M. Prabhushankar, and G. AlRegib, “Effective Data Selection for Seismic Interpretation Through Disagreement,” at ML4SEISMIC Partners Meeting, Nov. 08-09, 2023. [PDF] [Link]
P. Chowdhury, M. Prabhushankar and G. AlRegib, “Finding What You Want: Prompting Foundation Models for Zero Shot Segmentation,” at ML4SEISMIC Partners Meeting, Nov. 08-09, 2023. [PDF] [Link]
P. Chowdhury, M. Prabhushankar, A. Mustafa and G. AlRegib, “A Counterfactual Analysis of Interpretations for High Dimensional Tabular Data,” at ML4SEISMIC Partners Meeting, Nov. 08-09, 2023. [PDF] [Link]
C. Zhou, J. Quesada, M. Prabhushankar, and G. AlRegib, “Interpretation Distribution-Aware Sample Selection for Reducing Expert Labeling Efforts,” at ML4SEISMIC Partners Meeting, Nov. 08-09, 2023. [PDF] [Link]
R. Benkert, M. Prabhushankar, and G. AlRegib, “What Uncertainties Do We Need in Deep Learning for Seismic Interpretation,” at ML4SEISMIC Partners Meeting, Nov. 08-09, 2023. [PDF] [Link]
K. Kokilepersaud, M. Prabhushankar, and G. AlRegib, “Exploiting Structure of Data for Application Specific Representations,” at ML4SEISMIC Partners Meeting, Nov. 08-09, 2023. [PDF] [Link]
A. Mustafa, Reza Rastegar, and G. AlRegib, “Modeling Fault Label Uncertainty in 3D Seismic Volumes for Machine Learning Workflows,” at International Meeting for Applied Geoscience & Energy (IMAGE) 2023, Houston, TX, Aug. 28-Sept. 1, 2023.
G. AlRegib, “Explanation Paradigms and Methods for Comparing Explanations,” at CIS Intelligence Sensing Winter School, Keynote, Dec. 13, 2022.
M. Prabhushnakar, “Towards Contextual and Relevant Explanations in Neural Networks,” at IEEE Signal Processing Society, Saudi Arabia, Webinar, Dec. 11, 2022.
M. Prabhushnakar, “Introspective Learning: Learning From Users, Data, and Models,” at Louisiana State University, Webinar, Dec. 1, 2022.
M. Prabhushnakar, “Introspective Learning: Learning From Users, Data, and Models,,” at Louisiana State University, Webinar, Keynote, Dec. 1, 2022.
G. AlRegib, “Introspective Learning: Learning From Users, Data, Models, and Metadata,” at Amazon Summit, Keynote, Nov. 8, 2022.
G. AlRegib, “Characterization of Neural Networks Using Contrastive Reasoning and Uncertainty,” at IEEE Multi-Conference on Systems, Signals, and Devices, Keynote, May. 6-10, 2022.
G. AlRegib, “Artificial Intelligence,” at Scientific Sense ® Podcast, Invited, Mar. 9, 2021. [Link]
G. AlRegib, “Mitigating the Data Bottleneck Using Joint Learning for Seismic Inversion,” at Expanded Abstracts of the SEG Annual Meeting, Houston, TX, Invited, Oct. 16, 2020.
G. AlRegib, “Explainable and Generalizable AI Models for Seismic Interpretation,” at Expanded Abstracts of the SEG Annual Meeting, Houston, TX, Invited, Oct. 15, 2020.
M. Alfarraj and G. AlRegib, “Estimation of Elastic Properties From Seismic Data Using Semi-Supervised Sequence Modeling,” at SIAM conference on Imaging Science, Toronto, Canada, Invited, Jul. 6-17, 2020. [PDF] [Code]
O. J. Aribido and G. Alregib, “Weakly Supervised Structural Interpretation Using Projection Matrices for Latent Space Factorization,” at AAPG 2020 Annual Convention & Exhibition, Houston, TX, Jun. 7-10, 2020. [Link]
A. Mustafa, M. Alfarraj, and G. Alregib, “A Transfer Learning Approach to Rock Property Estimation Workflows,” at AAPG 2020 Annual Convention & Exhibition, Houston, TX, Jun. 7-10, 2020. [Link]
G. AlRegib, “Seismic Interpretation Using Machine Learning,” at School of Earth and Atmospheric Sciences Spring Seminars Series, Georgia Tech, Atlanta, GA, Seminar, Jan., 2020.
G. AlRegib, “Learning With Limited Supervision: Lithology Interpretation Case Study,” at SEG Workshop on Machine Learning and Data Analytics Algorithms and Workflows for Geoscience Applications, San Antonio, TX, Invited, Sept. 19, 2019.
G. AlRegib, “Learning With Limited Supervision: Structure Interpretation Case Study,” at SEG Workshop on Artificial Intelligence Frontiers in Geosciences, San Antonio, TX, Invited, Sept. 20, 2019.
G. AlRegib, “Machine Learning in Seismic Interpretation: Challenges and Opportunities,” at SEG Workshop on Machine Learning, Muscat, Oman, Keynote, Apr., 2019.
G. AlRegib, “Machine Learning in Seismic Interpretation: Challenges and Opportunities,” at SEG Workshop on Machine Learning, Muscat, Oman, Keynote, Apr., 2019.
G. AlRegib, “Machine Learning for UG Students,” at Sultan Qaboos University, Muscat, Oman, Seminar, Apr., 2019.
G. AlRegib, “Machine Learning in and Healthcare: Potential Advances and Challenges,” at Thought Leaders Summit, Emory University, Atlanta, GA, Invited, Feb. 9, 2019.
G. AlRegib, “Opportunities for Using Artificial Intelligence and Data Analytics in the Upstream Petroleum Industry,” at i-Quest Forum, Silicon Valley, CA, Invited, Aug. 8-9, 2018.
G. AlRegib, “Leveraging Human Visual System Modeling and Machine Learning in Computational Seismic Interpretation,” at King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia, Invited, Mar. 14, 2018.
G. AlRegib, “Leveraging Human Visual System Modeling and Machine Learning in Computational Seismic Interpretation,” at Aramco EXPEC ARC, Dhahran, Saudi Arabia, Invited, Mar. 22, 2018.
M.A. Shafiq, M. Prabhushankar, H. Di, G. AlRegib, “Bridging Gaps Between Natural and Seismic Image Analysis,” at SBGf/SEG Machine Learning Workshop, Rio De Janeiro, Brazil, 2018. [Code]
Y. Alaudah and G. AlRegib, “Weakly-Supervised Subsurface Structure Labeling,” at SBGf/SEG Machine Learning Workshop, Rio De Janeiro, Brazil, 2018.
M. Alfarraj, N. Keni, and G. AlRegib, “Property Prediction From Seismic Attributes Using a Boosted Ensemble Machine Learning Scheme,” at SBGf/SEG Machine Learning Workshop, Rio De Janeiro, Brazil, 2018.
G. AlRegib, “Webinar Speaker,” at Society of Petroleum Engineers (SPE)’s Petroleum Data-Driven Analytics (PD2A) Technical Section, Keynote, Nov. 8, 2017.
M. A. Aabed and G. AlRegib, “Spatiotemporal Pooling for Different Distortions and Visual Maps for Perceptual Video Quality Assessment – Technical Report,” at Tech. Rep., Multimedia & Sensors Lab, Georgia Institute of Technology, Atlanta, GA, Seminar, Sep., 2016.
G. AlRegib, “Upstream Technologies in the Information Age,” at the Energy SouthHub Workshop on Big Data and Energy, Atlanta, GA, Invited, Sep. 6, 2016.
M. Shafiq, T. Alshawi, Z. Long, and G. AlRegib, “The Role of Visual Saliency in Seismic Interpretation With an Application to Salt Dome Delineation,” at SIAM conference on Imaging Science, Albuquerque, NM, May 23-26, 2016. [Code]
Alaudah, Y., M. Shafiq, and G. AlRegib, “A Hybrid Spatio-Frequency Approach for Delineating Subsurface Structures in Seismic Volumes,” at SIAM conference on Imaging Science, Albuquerque, NM, May 23-26, 2016.
G. AlRegib, “Mentorship Experience,” at U-Beyond Annual Conference, Atlanta, GA, Invited, Jan. 30, 2016.
G. AlRegib, “Upstream Technologies in the 21st Century,” at GT SEI’s Workshop on Energy in the Information Age, Seminar, Jan. 30, 2016.
G. AlRegib, “CeGP: Automation of Seismic Acquisition Systems,” at King Fahd University of Petroleum and Minerals (KFUPM), Dhahran, Saudi Arabia, Keynote, Oct., 2014.
G. AlRegib, “Perceptual Video Processing and Seismic Interpretation,” at Penn State University, Invited, Mar., 2014.
G. AlRegib, “CeGP: An Overview,” at King Fahd University of Petroleum and Minerals (KFUPM), Dhahran, Saudi Arabia, Keynote, Dec., 2012.
G. AlRegib, “3D Video Quality Measures,” at STEM workshop, Dhahran , Saudi Arabia, Dec., 2012.
D. Temel and G. AlRegib, “Depthless Streaming of Depth-Based 3D Videos,” at IEEE International Workshop on Multimedia Signal Processing (MMSP), Banff, Canada, Sep. 17-19, 2012.
G. AlRegib, “Georgia Tech’s Work in the Middle East,” at The COE Advisory Board Meeting, Atlanta, GA, Invited, Apr. 27, 2012.
G. AlRegib, “Advances and Trends in Geo-Signal Processing,” at King Fahd University of Petroleum and Minerals (KFUPM), Dhahran, Saudi Arabia, Keynote, Jun., 2010.
G. AlRegib, “User Experience in Immersive Multimedia (UxIM),” at Qualcomm, Invited, Apr., 2010.
G. AlRegib, “Advances in 3DTV,” at Sony Research, San Jose, CA, Invited, Apr., 2010.
G. AlRegib, “Advances in 3DTV,” at HP Labs, Palo Alto, CA, Invited, Apr., 2010.
G. AlRegib, “Immersive Communication: Trends and Challenges,” at King Fahd University of Petroleum and Minerals (KFUPM), Invited, Dec., 2009.
G. AlRegib, “Multimedia Research at Georgia Tech,” at Harris Corporation, Melbourne, FL, Invited, Nov. 2, 2007.
G. AlRegib, “Multimedia Processing and Collaborative Systems,” at GT-ECE Graduate Students Seminars, Atlanta, GA, Seminar, Sep., 2005.
“Streaming Textured Models,” at Georgia Tech Broadband Institute IAB and Symposium, Atlanta, GA, Invited, Oct., 2004.
G. AlRegib, “Multimedia & Immersive Worlds Technologies,” at School of ECE Advisory Board Meeting, Savannah, GA, Seminar, Apr., 2004.
G. AlRegib, “Multi-Modal Communications: Chess Game Demo,” at DARPA Tech Day, Anaheim, CA, Mar., 2004.
“Interactive 3D Animation and Networked 3D Applications,” at Lucas Animations, Savannah, GA, Invited, Feb., 2004.
G. AlRegib, “Error-Resilient Streaming of 3D Models,” at the School of Electrical and Computer Engineering, Michigan Institute of Technology, Haughton, MI, Seminar, Apr., 2003.
G. AlRegib, “3D Graphics Streaming Over Lossy Channels,” at the School of Computer Science, California State University, Sacramento, CA, Seminar, Apr., 2003.
“Graphics Streaming: Techniques and Research Directions,” at Digimarc Corp., Portland, OR, Invited, Feb., 2003.
G. AlRegib, “3D Compression: Concepts and Applications,” at The Center for Signal and Image Processing at Georgia Tech, Atlanta, GA, Seminar, Feb., 2001.
Keynote Speeches
G. AlRegib, “Inferential Machine Learning: Towards Human-Collaborative Foundation Models,” at Springer Nature Computational Science Seminars, Keynote, Mar. 13, 2025. (doi: 10.52843/cassyni.z4r8dt) [Link]
G. AlRegib, “Computational Visual Explanations: A Case Study in Robustness, Uncertainty, and Intervenability,” at AI Transforming Systems, Dhahran , Saudi Arabia, Keynote, Feb. 5-7, 2025. [PDF]
G. AlRegib, “Visual Explanations in AI,” at Colour & Visual Computing Symposium, Gjøvik, Norway, Keynote, Sept. 05-06, 2024. [Link]
G. AlRegib, “Explanation Paradigms and Methods for Comparing Explanations,” at CIS Intelligence Sensing Winter School, Keynote, Dec. 13, 2022.
M. Prabhushnakar, “Introspective Learning: Learning From Users, Data, and Models,,” at Louisiana State University, Webinar, Keynote, Dec. 1, 2022.
G. AlRegib, “Introspective Learning: Learning From Users, Data, Models, and Metadata,” at Amazon Summit, Keynote, Nov. 8, 2022.
G. AlRegib, “Characterization of Neural Networks Using Contrastive Reasoning and Uncertainty,” at IEEE Multi-Conference on Systems, Signals, and Devices, Keynote, May. 6-10, 2022.
G. AlRegib, “Machine Learning in Seismic Interpretation: Challenges and Opportunities,” at SEG Workshop on Machine Learning, Muscat, Oman, Keynote, Apr., 2019.
G. AlRegib, “Machine Learning in Seismic Interpretation: Challenges and Opportunities,” at SEG Workshop on Machine Learning, Muscat, Oman, Keynote, Apr., 2019.
G. AlRegib, “Webinar Speaker,” at Society of Petroleum Engineers (SPE)’s Petroleum Data-Driven Analytics (PD2A) Technical Section, Keynote, Nov. 8, 2017.
G. AlRegib, “CeGP: Automation of Seismic Acquisition Systems,” at King Fahd University of Petroleum and Minerals (KFUPM), Dhahran, Saudi Arabia, Keynote, Oct., 2014.
G. AlRegib, “CeGP: An Overview,” at King Fahd University of Petroleum and Minerals (KFUPM), Dhahran, Saudi Arabia, Keynote, Dec., 2012.
G. AlRegib, “Advances and Trends in Geo-Signal Processing,” at King Fahd University of Petroleum and Minerals (KFUPM), Dhahran, Saudi Arabia, Keynote, Jun., 2010.
Tutorials
G. AlRegib, M. Prabhushankar, “Inferential Machine Learning: Towards Human-Collaborative Foundation Models,” at IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Tucson, USA, Feb. 28, 2025. ([ORAL (top 7.56%)]),[PDF] [Link]
G. AlRegib, M. Prabhushankar and X. Wang, “Inferential Machine Learning: Towards Human-Collaborative Vision and Language Models,” at 39th Annual AAAI Conference on Artificial Intelligence (AAAI), Philadelphia, USA, Feb. 26 , 2025. [PDF] [Link]
G. AlRegib and M. Prabhushankar, “Inferential Machine Learning: Towards Human-Collaborative Foundation Models,” at IEEE Conference on Big Data 2024, Washington DC, USA, Dec. 16 , 2024. [PDF] [Link]
G. AlRegib and M. Prabhushankar, “Robust Neural Networks: Towards Explainability, Uncertainty, and Intervenability,” at 7th IEEE International Conference on Multimedia Information Processing and Retrieval (MIPR), Aug. 9, 2024. [PDF] [Link]
G. AlRegib and M. Prabhushankar, “Robust Image Understanding: Towards Explainability, Uncertainty, and Intervenability,” at 2024 IEEE International Conference on Multimedia and Expo (ICME), Jul. 15, 2024. [Link]
G. AlRegib and M. Prabhushankar, “Robustness at Inference: Towards Explainability, Uncertainty, and Intervenability,” at IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun. 17, 2024. [Link]
G. AlRegib, M. Prabhushankar, “Formalizing Robustness in Neural Networks: Explainabilty, Uncertainty, and Intervenability,” at 38th Annual AAAI Conference on Artificial Intelligence (AAAI), Feb. 20, 2024. [PDF] [Link]
G. AlRegib, M. Prabhushankar, “Robust Neural Networks: Towards Explainabilty, Uncertainty, and Intervenability,” at IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Jan. 04, 2024. [PDF] [Link]
G. AlRegib and M. Prabhushankar, “Visual Explainability in Machine Learning,” at IEEE Signal Processing Society Educational Short Course, Virtual, Dec. 5-7, 2023. [Link]
G. AlRegib and M. Prabhushankar, “Robust Neural Networks: Explainability, Uncertainty, and Intervenability,” at IEEE Big Data 2023, Sorrento, Italy, Dec. 15, 2023. [PDF] [Link]
G. AlRegib and M. Prabhushankar, “A Multi-Faceted View of Gradients in Neural Networks: Extraction, Interpretation and Applications in Image Understanding,” at IEEE International Conference on Image Processing (ICIP 2023), Kuala Lumpur, Malaysia, Oct. 08, 2023. [PDF]
G. AlRegib and M. Prabhushankar, “A Holistic View of Perception in Intelligent Vehicles,” at IEEE Intelligent Vehicle Symposium (IV 2023), Anchorage, AK, USA, Jun. 04, 2023. [PDF] [Link]
G. AlRegib, M. Prabhushnakar, “Explainable and Robust Machine Learning for Images,” at IEEE European Workshop on Visual Information Processing, Jun. 22, 2021.
Non-provisional Patents
G. AlRegib, M. J. Mathew, and D. Temel, “Transfer Learning for Medical Applications Using Limited Data,” No: 62/853,753, granted on Dec. 3, 2024.
G. AlRegib, G. Kwon, M. Prabhushankar, and D. Temel, “Detecting and Classifying Anomalies in Artificial Intelligence Systems,” No. US-2022-0327389-A1, granted on Oct. 13, 2022. [Link]
G. AlRegib, Y. M. Khalifa, M. J. Mathew, and D. Temel, “Ocular Monitoring Headset,” GTRC ID: 7814, U.S. Patent No. 16/352,363, granted on Nov. 30, 2021. [Link]
G. AlRegib, R. Benkert, E. Corona, A. Pacharmi, and M. Prabhushankar, “GauSS: Gaussian Switch Sampling for Active Learning,” GTRC ID: 8757, filed on Aug. 31, 2021.
G. AlRegib, M. Chen, D. McCreadie, and D. L. Boston, “Color Learning,” U.S. Patent No. 10552692, granted on Feb. 4, 2020. [Link]
G. AlRegib and M. Solh , “Hierarchical Hole-Filling for Depth-Based View Synthesis in FTV and 3D Video,” U.S. Patent No. 9,094,660, granted on Jul. 28, 2015. [Link]
J. Li, G. AlRegib, W. H. Chen, D. Tian and P. S. Chang, “Context Adaptive Hybrid Variable Length Coding,” U.S. Patent No. 8,520,965, granted on Aug. 27, 2013. [Link]
J. Li, G. AlRegib, D. Tian, W. H. Chen, and P. S. Chang, “Context Adaptive Hybrid Variable Length Coding,” U.S. Patent No. 8,204,327, granted on Jun. 19, 2012. [Link]
J. Li, G. AlRegib, W. H. Chen, D. Tian and P. S. Chang, “Variable Length Coding of Coefficient Clusters for Image and Video Compression,” U.S. Patent No. 8,041,131, granted on Oct. 18, 2011. [Link]
J. Li, G. AlRegib, W. H. Chen, D. Tian and P. S. Chang, “Joint Amplitude and Position Coding of Coefficients for Video Compression,” U.S. Patent No. 8,036,471, granted on Oct. 11, 2011. [Link]
J. Li, G. AlRegib, W. H. Chen, D. Tian and P. S. Chang, “Reduced Code Table Size in Joint Amplitude and Position Coding of Coefficients for Video Compression,” U.S. Patent No. 2009/0087109 A1, granted on Feb. 13, 2008. [Link]
Provisional Patents
M Parchami, E Corona, G AlRegib, M Prabhushankar, R Benkert, “Neural Network Training,” No. 17/676,469, granted on Aug. 24, 2023. [Link]
G. Alregib, K. Kokilepersaud, and M. Prabhushankar, “Asymmetric Multi-Modal Data Integration,” No. 63426470, filed on Nov. 18, 2022.
G. Alregib, K. Kokilepersaud, and M. Prabhushankar, “Image-Based Severity Detection,” No. 63426489, filed on Nov. 18, 2022.
G. AlRegib, Y. Logan, A. Mustafa, and M. Prabhushankar, “Multi-Modal, Trustworthy, and Unsupervised Active Learning,” No. 63/384,316, filed on Nov. 18, 2022.
G. AlRegib, and D. Temel, “Method and System for Quality Control of Medical Images With Limited or No User Interaction ,” GTRC ID: 8402, No. 63/161,311, filed on Mar. 15, 2021.
G. AlRegib, and D. Temel, “Method and System for Active Learning With Medical Images Using Limited or No Labels,” GTRC ID: 8401, No. 63/161,156, filed on Mar. 15, 2021.
G. AlRegib, and Y. Logan, “Fluid Identification, Segmentation and Quantification in OCT,” GTRC ID: 8584, filed on Sept. 28, 2020.
G. AlRegib, G. Kwon, M. Prabhushankar, and D. Temel, “Task-Generalizable System and Method for Detecting and Classifying Anomalies in Artificial Intelligence Systems,” No: 62/895,556, granted on Sept. 4, 2019.
G. AlRegib, M. Prabhushankar, G. Kwon, and D. Temel, “System and Method for Detecting and Protecting Against Deceptive Inputs for AI Systems and Measuring Vulnerabilities of Existing AI Systems,” No: 62/899,783, granted on Sep. 13, 2019.
A. Mussa and G. AlRegib, “Three Stage Similarity Retrieval,” GTRC ID:8136, filed on Apr., 2019.
G. AlRegib, C. Lehman, and D. Temel, “Adaptive Thresholding for Hyperpolar Classification,” GTRC ID:7846, granted on Mar., 2018.
G. AlRegib, C. Lehman, and D. Temel, “Vision System for Context-Aware Parking Detection,” GTRC ID: 7844/7845, No. 62/649,757, granted on Mar. 29, 2018.
G. AlRegib, Y. M. Khalifa, M. J. Mathew, and D. Temel ., “Lab-on-a-Headset: Multi-Purpose Ocular Monitoring,” No: 62/642,279, granted on Mar., 2018.
G. AlRegib, C. Lehman, and D. Temel, “Hyperpolar Labels and Classification,” GTRC ID: 7831, No. 62,633/686, granted on Feb. 22, 2018.
G. AlRegib and M. Chen, “Color Learning for Traffic Sign Detection,” GTRC ID: 7508, granted on Jan., 2017.
Y. Hu, Z. Long, G. AlRegib, “High-Speed Near-Regular Texture Tracking,” GTRC ID: 7341, granted on Jun. 28, 2016.
C. Ma, G. AlRegib, “Automated and Robust Fabrics Tracking With Buckling Detection and Occlusion-Prone Capabilities,” GTRC ID: 7340, granted on Jun. 22, 2016. (officially filed with Yuting as first author)
G. AlRegib and Y. Khalifa, “Automated Eye Drop Device to Improve Patient Compliance and Outcomes,” GTRC ID: 7312, granted on Jun. 2, 2016.
G. AlRegib, B. Bras, D. McReadie, T. AlShawi, M. Aabed, and R. Rahul, “Management of Remote Vehicle Control,” Ford Motor Company, Serial No. 62097633, granted on Dec. 30, 2014.
M. Chen, G. AlRegib, and B.-H. Juang, “An Integrated Universal Interface and Control,” GTRC ID 5916, granted on Feb. 15, 2012.
M. Solh and G. AlRegib, “MIQM: A Novel Multi-View Image Quality Measure.,” GTRC ID 5259, No. 61/348,989, granted on May 27, 2010.
M. Solh and G. AlRegib, “Hierarchical Hole-Filing (HHF): Depth Image Based Rendering Without Depth Map Filtering for 3d-Tv,” GTRC ID 5260, granted on Apr., 2010.
G. AlRegib and D. Tian, “Perceptual Evaluation of Progressively Compressed Textured 3D Models,” GTRC ID 3300, granted on Apr., 2005.
B.-H Juang, G. AlRegib, and G. Bouzit, “Macro-Micro Kinematics: A New Approach to 3D Object Manipulation and Assembly,” GTRC ID 3306, granted on Oct., 2004.
Submitted and Rejected Book Chapters
D. Temel, M. Aabed and G. AlRegib, “P2P: Pixels to Perception,” in SPIE eBook Collection, Fall, 2015.
