Author

Jiankang Deng

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Preprint Oct 2026

Look Before You Reason: Implicit Visual Thinking for Efficient Multimodal Reasoning

Vision-language models (VLMs) have advanced rapidly in multimodal reasoning, yet they remain limited on tasks requiring fine-grained understanding of small or easily overlooked image regions. Recent thinking with images approaches mitigate this limitation by allowing models to inspect images through operations such as...

Ze-Rui Chen, Chang-Rui Chen, Fei Ni et al. · 0 citations

Towards Streaming Referring Video Segmentation via Large Language Model

This paper proposes a simple but efficient MLLM-based framework StreamingRVOS, which can extend image-level segmentation to video-level via a streaming pipeline without introducing extra parameters and achieves excellent performance in referring video segmentation.

Wenkang Zhang, Kaicheng Yang, Xiang An et al. · 0 citations