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20242026
most citedPrototypical Transformer as Unified Motion Learners

8 citations · 14 across the 8 of their papers we have counts for

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6 papers · 1 filter

cs.CV2026

Attention-Steered Vision-Language Models for Sign Language Translation

Meibo Hu, Guohao Sun, Annemarie D. Ross +2

Vision-language models (VLMs) have emerged as a powerful framework for multimodal video understanding. However, they remain limited in the sign language translation task, where we…

cs.CV2026

Information-Regularized Attention for Visual-Centric Reasoning

Guohao Sun, Xiaofang Wang, Yash Patel +3

Vision-language models (VLMs) have become a paradigm for multimodal learning, yet remain unstable due to object hallucination, weak visual grounding, and catastrophic forgetting af…

cs.CV2024★ 8 cited

Prototypical Transformer as Unified Motion Learners

Cheng Han, Yawen Lu, Guohao Sun +9

In this work, we introduce the Prototypical Transformer (ProtoFormer), a general and unified framework that approaches various motion tasks from a prototype perspective. ProtoForme…

cs.CV2024★ 1 cited

STLLaVA-Med: Self-Training Large Language and Vision Assistant for Medical Question-Answering

Guohao Sun, Can Qin, Huazhu Fu +2

Large Vision-Language Models (LVLMs) have shown significant potential in assisting medical diagnosis by leveraging extensive biomedical datasets. However, the advancement of medica…

cs.CV2024★ 4 cited

Text Is MASS: Modeling as Stochastic Embedding for Text-Video Retrieval

Jiamian Wang, Guohao Sun, Pichao Wang +5

The increasing prevalence of video clips has sparked growing interest in text-video retrieval. Recent advances focus on establishing a joint embedding space for text and video, rel…

cs.CV2024★ 1 cited

SQ-LLaVA: Self-Questioning for Large Vision-Language Assistant

Guohao Sun, Can Qin, Jiamian Wang +3

Recent advances in vision-language models have shown notable generalization in broad tasks through visual instruction tuning. However, bridging the gap between the pre-trained visi…