2 papers
cs.CV2026
SELECT: SELEctive Context Transfer for Class-Incremental Semantic Segmentation
Avi Gupta, Saurabh Yadav, Koteswar Rao Jerripothula +1
Class-Incremental Semantic Segmentation (CISS) is fundamentally challenged by catastrophic forgetting and background shift, where learning new concepts degrades performance on prev…
cs.CV2026
Listen, Look, and Learn: Learning Without Forgetting through SAM-Audio
Avi Gupta, Nilotpal Sinha, Vishnu Raj +4
Class-Incremental Learning (CIL) aims to continuously learn new classes without forgetting previously acquired knowledge. While recent CIL advances have spurred significant interes…