Sumedha Singla

According to our database, Sumedha Singla authored at least 9 papers between 2018 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Explaining the black-box smoothly - A counterfactual approach.

Sumedha Singla, Motahhare Eslami, Brian Pollack, Stephen Wallace, Kayhan Batmanghelich

Medical Image Anal., 2023

Augmentation by Counterfactual Explanation -Fixing an Overconfident Classifier.

Sumedha Singla, Nihal Murali, Forough Arabshahi, Sofia Triantafyllou, Kayhan Batmanghelich

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023

2022

Deep Learning for Medical Imaging From Diagnosis Prediction to its Counterfactual Explanation.

Sumedha Singla

CoRR, 2022

2021

Explaining the Black-box Smoothly- A Counterfactual Approach.

Sumedha Singla, Brian Pollack, Stephen Wallace, Kayhan Batmanghelich

CoRR, 2021

Incorporating External Information in Tissue Subtyping: A Topic Modeling Approach.

Ardavan Saeedi, Payman Yadollahpour, Sumedha Singla, Brian Pollack, William M. Wells III, Frank C. Sciurba, Kayhan Batmanghelich

Proceedings of the Machine Learning for Healthcare Conference, 2021

Using Causal Analysis for Conceptual Deep Learning Explanation.

Sumedha Singla, Stephen Wallace, Sofia Triantafillou, Kayhan Batmanghelich

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2021 - 24th International Conference, Strasbourg, France, September 27, 2021

Self-supervised Vessel Enhancement Using Flow-Based Consistencies.

Rohit Jena, Sumedha Singla, Kayhan Batmanghelich

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2021 - 24th International Conference, Strasbourg, France, September 27, 2021

2020

Explanation by Progressive Exaggeration.

Sumedha Singla, Brian Pollack, Junxiang Chen, Kayhan Batmanghelich

Proceedings of the 8th International Conference on Learning Representations, 2020

2018

Subject2Vec: Generative-Discriminative Approach from a Set of Image Patches to a Vector.

Sumedha Singla, Mingming Gong, Siamak Ravanbakhsh, Frank C. Sciurba, Barnabás Póczos, Kayhan N. Batmanghelich

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2018, 2018