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Session: Fault & Leakage Detection and Segmentation Approaches
- J. Quesada, M. Prabhushankar, and G. AlRegib, “Crowdsourcing Annotations for Fault Segmentation: Benchmarking Label Sources,” at ML4SEISMIC Partners Meeting, Nov. 13-Nov. 15, 2024. [Slides], [Recording]
- C. Zhou, J. Quesada, Y. Yarici, M. Prabhushankar, and G. AlRegib, “Expertise-based Label Fusion for Seismic Fault Delineation,” at ML4SEISMIC Partners Meeting, Nov. 13-Nov. 15, 2024. [Slides], [Recording]
- P. Chowdhury, M. Prabhushankar, and G. AlRegib, “Leveraging Uncertainty and Disagreement for Enhanced Annotation in Seismic Interpretation,” at ML4SEISMIC Partners Meeting, Nov. 13-Nov. 15, 2024. [Slides], [Recording]
- C. Zhou, M. Prabhushankar, and G. AlRegib, “Disagreement-based Seismic Fault Labeling with Reduced Expert Annotations,” at ML4SEISMIC Partners Meeting, Nov. 13-Nov. 15, 2024. [Slides], [Recording]
- K. Kokilepersaud, M. Prabhushankar, and G. AlRegib, “SSL in Seismic Requires Additional Volumetric Spread,” at ML4SEISMIC Partners Meeting, Nov. 13-Nov. 15, 2024. [Slides], [Recording]
- Y. Yarici, M. Prabhushankar, and G. AlRegib, “Assisting Experts with Probability Maps for Seismic Fault Detection,” at ML4SEISMIC Partners Meeting, Nov. 13-Nov. 15, 2024. [Slides], [Recording]
Session: Generative and Ensemble Learning Techniques
- G. Kaviani, M. Prabhushankar, and G. AlRegib, “Learning from Multiview Multimodal Sparse Data,” at ML4SEISMIC Partners Meeting, Nov. 13-Nov. 15, 2024. [Slides], [Recording]
- S. Kim, M. Prabhushankar, and G. AlRegib, “Anticipation for sparse dataset,” at ML4SEISMIC Partners Meeting, Nov. 13-Nov. 15, 2024. [Slides], [Recording]
- Z. Fowler, M. Prabhushankar, and G. AlRegib, “Tackling Generalization and Personalization in Federated Learning,” at ML4SEISMIC Partners Meeting, Nov. 13-Nov. 15, 2024. [Slides], [Recording]
Session: Learning and Domain Generalization in Seismic Interpretation & Processing
- J. Quesada, Z. Fowler, M. Alotaibi, M. Prabhushankar, and G. AlRegib, “Indicative features of prompting performance in non-natural domains,” at ML4SEISMIC Partners Meeting, Nov. 13-Nov. 15, 2024. [Slides], [Recording]
- P. Chowdhury, M. Prabhushankar, and G. AlRegib, “Optimizing Prompting for Foundation Models in Seismic Image Segmentation,” at ML4SEISMIC Partners Meeting, Nov. 13-Nov. 15, 2024. [Slides], [Recording]
- M. Alotaibi, M. Prabhushankar, K. Kokilepersaud and G. AlRegib, “Redefining Prompting for Seismic,” at ML4SEISMIC Partners Meeting, Nov. 13-Nov. 15, 2024. [Slides], [Recording]
