Evaluation of Deep Learning Model with Optimizing and Satisficing Metrics for Lung Segmentation. - Usma Niyaz; Abhishek Singh Sambyal; Devanand Padha (SocProS (1), 2018)

Augmenting Knowledge Distillation with Peer-to-Peer Mutual Learning for Model Compression. - Usma Niyaz; Deepti R. Bathula (ISBI, 2022)

Leveraging Different Learning Styles for Improved Knowledge Distillation. - Usma Niyaz; Deepti R. Bathula (CoRR, 2022)

Understanding calibration of deep neural networks for medical image classification. - Abhishek Singh Sambyal; Usma Niyaz; Narayanan C. Krishnan; Deepti R. Bathula (Comput. Methods Programs Biomed., 2023)

Wavelet-Based Feature Compression for Improved Knowledge Distillation. - Usma Niyaz; Abhishek Singh Sambyal; Deepti R. Bathula (ISBI, 2024)

LS+: Informed Label Smoothing for Improving Calibration in Medical Image Classification. - Abhishek Singh Sambyal; Usma Niyaz; Saksham Shrivastava; Narayanan C. Krishnan; Deepti R. Bathula (MICCAI (10), 2024)

Leveraging different learning styles for improved knowledge distillation in biomedical imaging. - Usma Niyaz; Abhishek Singh Sambyal; Deepti R. Bathula (Comput. Biol. Medicine, 2024)