Papers with text-motion retrieval
MSCode: Advancing Human Motion-Language Understanding via Modality-Shared Codebook (2026.findings-acl)
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| Challenge: | Existing methods for motion understanding lack precise alignment between motion and modalities . existing methods lack precise semantics and a mismatch between motion, text . |
| Approach: | They propose a modality-shared codebook that enables unified representation learning and precise alignment between motion and linguistic modalities. |
| Outcome: | The proposed model surpasses current state-of-the-art methods in many areas . it enables unified representation learning and precise alignment of motion and modalities . |