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What is Stable Signer about?
The document presents Stable Signer, a hierarchical generative model for sign language production that streamlines the process of converting text into sign language videos. It introduces a Sign Language Understanding Linker (SLUL) and a Mixture-of-Experts (SLP-MoE) module, achieving a 48.6% improvement over existing methods by reducing redundancy and optimizing the task objective. The model employs a Semantic-Aware Gloss Masking Loss (SAGM Loss) to enhance training accuracy and video quality.
- Author
- Joseph Öztürk
- Language
- EN