Showing cs.CVShow all
2 papers · 1 filter
cs.CV2026
Shift-Dependent Asymmetry: Orthogonal Inverse Low-Rank Adaptation for Federated Medical Segmentation
Xingyue Zhao, Wenke Huang, Linghao Zhuang +7
Low-Rank Adaptation (LoRA) enables efficient federated fine-tuning of segmentation foundation models for medical imaging. However, most federated LoRA methods adopt a uniform aggre…
cs.CV2025
LVC: A Lightweight Compression Framework for Enhancing VLMs in Long Video Understanding
Ziyi Wang, Haoran Wu, Yiming Rong +5
Long video understanding is a complex task that requires both spatial detail and temporal awareness. While Vision-Language Models (VLMs) obtain frame-level understanding capabiliti…