2 papers
cs.CV2026
OPUS: A Simple yet Effective Unified Framework for Open-Vocabulary Detection
Xiaoyan Wei, Zhimin Yao, Ruilin Yang +4
Recent unified open-vocabulary detection (OVD) supports heterogeneous prompts, including text queries, visual exemplars, and their combinations, but often rely on increasingly comp…
cs.CV2026
Criterion-Conditional In-Context Learning: Evaluating Criterion-Shift Adaptation in Vision-Language Models
Kaiyun Yang, Ruilin Yang, Zhimin Yao +2
Vision-language models can perform new tasks without parameter updates through in-context learning (ICL), whose core mechanism is utilizing the support set for task induction. In t…