SignGraph: A Sign Sequence is Worth Graphs of Nodes
Despite the recent success of sign language research the widely adopted CNN-based
backbones are mainly migrated from other computer vision tasks in which the contours and …
backbones are mainly migrated from other computer vision tasks in which the contours and …
Improving Gloss-free Sign Language Translation by Reducing Representation Density
Gloss-free sign language translation (SLT) aims to develop well-performing SLT systems
with no requirement for the costly gloss annotations, but currently still lags behind gloss …
with no requirement for the costly gloss annotations, but currently still lags behind gloss …
Adaptive Simultaneous Sign Language Translation with Confident Translation Length Estimation
T Sun, B Fu, C Hu, L Zhang, R Zhang… - Proceedings of the …, 2024 - aclanthology.org
Abstract Traditional non-simultaneous Sign Language Translation (SLT) methods, while
effective for pre-recorded videos, face challenges in real-time scenarios due to inherent …
effective for pre-recorded videos, face challenges in real-time scenarios due to inherent …
Trends and challenges for sign language recognition with machine learning
Research in natural language processing has led to the creation of powerful tools for
individuals, companies... However, these successes for written languages have not yet …
individuals, companies... However, these successes for written languages have not yet …