AI RESEARCH

SignSparK: Efficient Multilingual Sign Language Production via Sparse Keyframe Learning

arXiv CS.CV

ArXi:2603.10446v1 Announce Type: new Generating natural and linguistically accurate sign language avatars remains a formidable challenge. Current Sign Language Production (SLP) frameworks face a stark trade-off: direct text-to-pose models suffer from regression-to-the-mean effects, while dictionary-retrieval methods produce robotic, disjointed transitions. To resolve this, we propose a novel