SignMAE: Segmentation-Driven Self-Supervised Learning for Sign Language Recognition

Kunyuan Xie, Zhixi Cai, Kalin Stefanov

Subtle hand differences make sign language recognition challenging, yet many existing methods rely on encoders pretrained on generic action datasets that poorly capture such fine-g…