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cs.CV2025
WaveFuse-AL: Cyclical and Performance-Adaptive Multi-Strategy Active Learning for Medical Images
Nishchala Thakur, Swati Kochhar, Deepti R. Bathula +1
Active learning reduces annotation costs in medical imaging by strategically selecting the most informative samples for labeling. However, individual acquisition strategies often e…
cs.CV2024
IPNET:Influential Prototypical Networks for Few Shot Learning
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…