Author

Qinmu Peng

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Review Sep 2026

Socialality Anchors: Towards Group-bounded Trajectory Prediction

Trajectory prediction is a key component for understanding human behavior patterns in dynamic scenes. Researchers have devoted substantial efforts to modeling social interactions, especially group-wise interactions, since group membership often reflects shared intention, coordinated motion, and stable mutual adaptation...

Zi-Qian Zou, Cong-Hao Wong, Qin-Mu Peng et al. · 0 citations

Preprint Aug 2026

Perceptual Anchoring: Prototype-Guided Text Calibration for Training-free Open-Vocabulary Semantic Segmentation

Training-free open-vocabulary semantic segmentation (OVSS) partitions an image into semantically distinct regions based on arbitrary text descriptions, without learning any additional parameters. However, existing methods typically focus on improving visual representations while treating text embeddings that encode onl...

Wanli Ma, Jiangwen Lu, Qinmu Peng et al. · 0 citations