Abstract: Highlights•Diffusion model in sign language translation offers diverse and accurate translations.•Multi-level visual features guide the diffusion process for better sign understanding.•Pseudo-gloss guidance further improves accuracy and bridges the cross-modal gap.•Extensive experiments show improved translation accuracy and greater lexical variety.
External IDs:dblp:journals/prl/MoonPKBJK25
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