6 citations · 6 across the 2 of their papers we have counts for
3 papers
cs.LG2021
Self Regulated Learning Mechanism for Data Efficient Knowledge Distillation
Sourav Mishra, Suresh Sundaram
Existing methods for distillation do not efficiently utilize the training data. This work presents a novel approach to perform distillation using only a subset of the training data…
cs.CV2020
Assessing Robustness of Deep learning Methods in Dermatological Workflow
Sourav Mishra, Subhajit Chaudhury, Hideaki Imaizumi +1
This paper aims to evaluate the suitability of current deep learning methods for clinical workflow especially by focusing on dermatology. Although deep learning methods have been a…
stat.ML2019★ 6 cited
Improving image classifiers for small datasets by learning rate adaptations
Sourav Mishra, Toshihiko Yamasaki, Hideaki Imaizumi
Our paper introduces an efficient combination of established techniques to improve classifier performance, in terms of accuracy and training time. We achieve two-fold to ten-fold s…