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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.CV2021
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…