36 citations · 36 across the 3 of their papers we have counts for
3 papers · 1 filter
Understanding Calibration of Deep Neural Networks for Medical Image Classification
Abhishek Singh Sambyal, Usma Niyaz, Narayanan C. Krishnan +1
In the field of medical image analysis, achieving high accuracy is not enough; ensuring well-calibrated predictions is also crucial. Confidence scores of a deep neural network play…
Leveraging Different Learning Styles for Improved Knowledge Distillation in Biomedical Imaging
Usma Niyaz, Abhishek Singh Sambyal, Deepti R. Bathula
Learning style refers to a type of training mechanism adopted by an individual to gain new knowledge. As suggested by the VARK model, humans have different learning preferences, li…
Augmenting Knowledge Distillation With Peer-To-Peer Mutual Learning For Model Compression
Usma Niyaz, Deepti R. Bathula
Knowledge distillation (KD) is an effective model compression technique where a compact student network is taught to mimic the behavior of a complex and highly trained teacher netw…