@inproceedings{moryossef-etal-2025-pose,
    title = "Pose-Based Sign Language Appearance Transfer",
    author = "Moryossef, Amit  and
      Sant, Gerard  and
      Jiang, Zifan",
    editor = "Shterionov, Dimitar  and
      Sisto, Mirella De  and
      Vanroy, Bram  and
      Vandeghinste, Vincent  and
      Nyst, Victoria  and
      Vermeerbergen, Myriam  and
      Roelofsen, Floris  and
      Lepp, Lisa  and
      Strasly, Irene",
    booktitle = "Proceedings of the Third International Workshop on Automatic Translation for Signed and Spoken Languages (AT4SSL)",
    month = jun,
    year = "2025",
    address = "Geneva, Switzerland",
    publisher = "European Association for Machine Translation",
    url = "https://preview.aclanthology.org/mtsummit-25-ingestion/2025.at4ssl-1.1/",
    pages = "1--6",
    ISBN = "978-2-9701897-3-2",
    abstract = "We introduce a method for transferring the signer{'}s appearance in sign language skeletal poses while preserving the sign content. Using estimated poses, we transfer the appearance of one signer to another, maintaining natural movements and transitions. This approach improves pose-based rendering and sign stitching while obfuscating identity. Our experiments show that while the method reduces signer identification accuracy, it slightly harms sign recognition performance, highlighting a tradeoff between privacy and utility."
}