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Sumedha Singla
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2020 – today
- 2023
- [j1]Sumedha Singla, Motahhare Eslami, Brian Pollack, Stephen Wallace, Kayhan Batmanghelich:
Explaining the black-box smoothly - A counterfactual approach. Medical Image Anal. 84: 102721 (2023) - [c6]Sumedha Singla, Nihal Murali, Forough Arabshahi, Sofia Triantafyllou, Kayhan Batmanghelich:
Augmentation by Counterfactual Explanation -Fixing an Overconfident Classifier. WACV 2023: 4709-4719 - 2022
- [i7]Sumedha Singla:
Deep Learning for Medical Imaging From Diagnosis Prediction to its Counterfactual Explanation. CoRR abs/2209.02929 (2022) - [i6]Sumedha Singla, Nihal Murali, Forough Arabshahi, Sofia Triantafyllou, Kayhan Batmanghelich:
Augmentation by Counterfactual Explanation - Fixing an Overconfident Classifier. CoRR abs/2210.12196 (2022) - 2021
- [c5]Rohit Jena, Sumedha Singla, Kayhan Batmanghelich:
Self-supervised Vessel Enhancement Using Flow-Based Consistencies. MICCAI (2) 2021: 242-251 - [c4]Sumedha Singla, Stephen Wallace, Sofia Triantafillou, Kayhan Batmanghelich:
Using Causal Analysis for Conceptual Deep Learning Explanation. MICCAI (3) 2021: 519-528 - [c3]Ardavan Saeedi, Payman Yadollahpour, Sumedha Singla, Brian Pollack, William M. Wells III, Frank C. Sciurba, Kayhan Batmanghelich:
Incorporating External Information in Tissue Subtyping: A Topic Modeling Approach. MLHC 2021: 478-505 - [i5]Sumedha Singla, Brian Pollack, Stephen Wallace, Kayhan Batmanghelich:
Explaining the Black-box Smoothly- A Counterfactual Approach. CoRR abs/2101.04230 (2021) - [i4]Rohit Jena, Sumedha Singla, Kayhan Batmanghelich:
Self-Supervised Vessel Enhancement Using Flow-Based Consistencies. CoRR abs/2101.05145 (2021) - [i3]Sumedha Singla, Stephen Wallace, Sofia Triantafillou, Kayhan Batmanghelich:
Using Causal Analysis for Conceptual Deep Learning Explanation. CoRR abs/2107.06098 (2021) - 2020
- [c2]Sumedha Singla, Brian Pollack, Junxiang Chen, Kayhan Batmanghelich:
Explanation by Progressive Exaggeration. ICLR 2020
2010 – 2019
- 2019
- [i2]Sumedha Singla, Brian Pollack, Junxiang Chen, Kayhan Batmanghelich:
Explanation by Progressive Exaggeration. CoRR abs/1911.00483 (2019) - 2018
- [c1]Sumedha Singla, Mingming Gong, Siamak Ravanbakhsh, Frank C. Sciurba, Barnabás Póczos, Kayhan N. Batmanghelich:
Subject2Vec: Generative-Discriminative Approach from a Set of Image Patches to a Vector. MICCAI (1) 2018: 502-510 - [i1]Sumedha Singla, Mingming Gong, Siamak Ravanbakhsh, Frank C. Sciurba, Barnabás Póczos, Kayhan N. Batmanghelich:
Subject2Vec: Generative-Discriminative Approach from a Set of Image Patches to a Vector. CoRR abs/1806.11217 (2018)
Coauthor Index
aka: Kayhan N. Batmanghelich
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