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eess.IV2021
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…
eess.IV2021★ 10 cited
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…