3 papers
cs.CV2025
S2IL: Structurally Stable Incremental Learning
S Balasubramanian, Yedu Krishna P, Talasu Sai Sriram +3
Feature Distillation (FD) strategies are proven to be effective in mitigating Catastrophic Forgetting (CF) seen in Class Incremental Learning (CIL). However, current FD approaches…
cs.CV2025
EXACFS -- A CIL Method to mitigate Catastrophic Forgetting
S Balasubramanian, M Sai Subramaniam, Sai Sriram Talasu +4
Deep neural networks (DNNS) excel at learning from static datasets but struggle with continual learning, where data arrives sequentially. Catastrophic forgetting, the phenomenon of…
cs.CV2024
ClassifyViStA:WCE Classification with Visual understanding through Segmentation and Attention
S. Balasubramanian, Ammu Abhishek, Yedu Krishna +1
Gastrointestinal (GI) bleeding is a serious medical condition that presents significant diagnostic challenges, particularly in settings with limited access to healthcare resources.…