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Vocabulary-Guided Gait Recognition

arXiv · AI, language, vision and robotics · article · Sep 16, 2026 · UTC

What is a gait? Appearance-based gait networks consider a gait as the human shape and motion information from images. Model-based gait networks treat a gait as the human inherent structure from points. However, the considerations remain vague for humans to comprehend truly. In this work, we introduce a novel paradigm Vocabulary-Guided Gait Recognition, dubbed Gait-World, which attempts to explore gait concepts through human vocabularies with Vision-Language Models (VLMs). Although VLMs have achieved the remarkable progress in various vision tasks, the cognitive capability regarding gait modali

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Evidence & attribution

First collected: 2026-09-20T08:01:03.945Z. This is not the publication date.