Singla, Sumedha
- Explanation by Progressive Exaggeration
2019/11/01 by Sumedha Singla, Singla, Sumedha, Brian P. Pollack +5 · 5 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Machine Learning in Healthcare
- Explaining the Black-box Smoothly- A Counterfactual Approach
2021/01/11 by Sumedha Singla, Singla, Sumedha, Eslami, Motahhare +6 · 3 citations
Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- Self-Supervised Vessel Enhancement Using Flow-Based Consistencies
2021/01/13 by Jena, Rohit, Singla, Sumedha, Batmanghelich, Kayhan · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
- Using Causal Analysis for Conceptual Deep Learning Explanation
2021/07/10 by Singla, Sumedha, Wallace, Stephen, Triantafillou, Sofia +1 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Augmentation by Counterfactual Explanation -- Fixing an Overconfident Classifier
2022/10/21 by Sumedha Singla, Nihal Murali, Singla, Sumedha +7 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare