2 papers
cs.CV2026
DeAR: Fine-Grained VLM Adaptation by Decomposing Attention Head Roles
Yiming Ma, Hongkun Yang, Lionel Z. Wang +3
Prompt learning is a dominant paradigm for adapting pre-trained Vision-Language Models (VLMs) to downstream tasks. However, existing methods often rely on a simplistic, layer-centr…
cs.CV2024
OV-DQUO: Open-Vocabulary DETR with Denoising Text Query Training and Open-World Unknown Objects Supervision
Junjie Wang, Bin Chen, Bin Kang +5
Open-vocabulary detection aims to detect objects from novel categories beyond the base categories on which the detector is trained. However, existing open-vocabulary detectors trai…