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Add DiffSLVA (Xia et al., 2024) to SLVA discussion#162

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signlang2024/xia-etal-2024-diffusion
Apr 28, 2026
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Add DiffSLVA (Xia et al., 2024) to SLVA discussion#162
AmitMY merged 1 commit into
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signlang2024/xia-etal-2024-diffusion

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@AmitMY AmitMY commented Apr 28, 2026

Summary

  • Cite the SignLang 2024 paper Diffusion Models for Sign Language Video Anonymization (Xia, Zhou, Han, Neidle, Metaxas) in the Pose-to-Video / SLVA paragraph in src/index.md, immediately following the existing AnonySign discussion.
  • Add the corresponding BibTeX entry (xia-etal-2024-diffusion) to src/references.bib.
  • One concise sentence summarizes DiffSLVA's contribution: text-guided latent diffusion + ControlNet conditioned on HED edges (avoiding pose estimation) plus a dedicated facial-expression enhancement module.

Paper: https://aclanthology.org/2024.signlang-1.44/
Code: https://github.com/Jeffery9707/DiffSLVA

Test plan

  • make / site build succeeds
  • @xia-etal-2024-diffusion renders correctly in the rendered HTML/PDF
  • Citation appears in the references list

Generated with Claude Code

Cites the SignLang 2024 paper "Diffusion Models for Sign Language Video
Anonymization" alongside the existing AnonySign discussion, noting its use
of text-guided latent diffusion + ControlNet (HED) and a facial expression
enhancement module.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
@AmitMY AmitMY force-pushed the signlang2024/xia-etal-2024-diffusion branch from 9b90fec to 84f56cb Compare April 28, 2026 10:11
@AmitMY AmitMY merged commit ef1c0f4 into master Apr 28, 2026
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@AmitMY AmitMY deleted the signlang2024/xia-etal-2024-diffusion branch April 28, 2026 13:04
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