4 papers
Self-Prophetic Decoding to Unlock Visual Search in LVLMs
Zhendong He, Qiyuan Dai, Guanbin Li +2
Large Vision-Language Models (LVLMs) are rapidly evolving toward true multimodal reasoning, with visual search representing a concrete instantiation of the thinking-with-images par…
Free on the Fly: Enhancing Flexibility in Test-Time Adaptation with Online EM
Qiyuan Dai, Sibei Yang
Vision-Language Models (VLMs) have become prominent in open-world image recognition for their strong generalization abilities. Yet, their effectiveness in practical applications is…
Adaptive Part Learning for Fine-Grained Generalized Category Discovery: A Plug-and-Play Enhancement
Qiyuan Dai, Hanzhuo Huang, Yu Wu +1
Generalized Category Discovery (GCD) aims to recognize unlabeled images from known and novel classes by distinguishing novel classes from known ones, while also transferring knowle…
Curriculum Point Prompting for Weakly-Supervised Referring Image Segmentation
Qiyuan Dai, Sibei Yang
Referring image segmentation (RIS) aims to precisely segment referents in images through corresponding natural language expressions, yet relying on cost-intensive mask annotations.…