2 papers
cs.CV2025
Balancing Stability and Plasticity in Pretrained Detector: A Dual-Path Framework for Incremental Object Detection
Songze Li, Qixing Xu, Tonghua Su +2
The balance between stability and plasticity remains a fundamental challenge in pretrained model-based incremental object detection (PTMIOD). While existing PTMIOD methods demonstr…
cs.CV2025
DUKAE: DUal-level Knowledge Accumulation and Ensemble for Pre-Trained Model-Based Continual Learning
Songze Li, Tonghua Su, Xu-Yao Zhang +2
Pre-trained model-based continual learning (PTMCL) has garnered growing attention, as it enables more rapid acquisition of new knowledge by leveraging the extensive foundational un…