2 papers
cs.CV2026
Proximity-CLIP: Text-Guided Semantic Proximity Learning for Zero-Shot Anomaly Detection
Manwen Yang, Leqian Ding, Yu Guo +1
Vision-language models offer a promising approach for zero-shot anomaly detection (ZSAD). However, due to object-centric bias, normal and anomalous text prototypes exhibit a high s…
cs.CV2026
TempoGround: State-Aware Streaming Visual Grounding with Vision-Language Models
Leqian Ding, Junning Qiu, Manwen Yang +2
Visual grounding maps language referents to spatial targets and is central to open-vocabulary perception with vision-language models. Existing methods have made substantial progres…