36 citations · 46 across the 7 of their papers we have counts for
3 papers · 1 filter
Influential Prototypical Networks for Few Shot Learning: A Dermatological Case Study
Ranjana Roy Chowdhury, Deepti R. Bathula
Prototypical network (PN) is a simple yet effective few shot learning strategy. It is a metric-based meta-learning technique where classification is performed by computing Euclidea…
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…
Towards Reducing Aleatoric Uncertainty for Medical Imaging Tasks
Abhishek Singh Sambyal, Narayanan C. Krishnan, Deepti R. Bathula
In safety-critical applications like medical diagnosis, certainty associated with a model's prediction is just as important as its accuracy. Consequently, uncertainty estimation an…