Adaptive Transformer-Based Deep Learning Framework for Continuous Sign Language Recognition and Translation

Adaptive Transformer-Based Deep Learning Framework for Continuous Sign Language Recognition and Translation

Sign language recognition and translation remain pivotal for facilitating communication among the deaf and hearing communities. However, end-to-end sign language translation (SLT) faces major challenges, including weak temporal correspondence between sign language (SL) video frames and gloss annotat...

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Bibliographic Details
Main Authors: Yahia Said, Sahbi Boubaker, Saleh M. Altowaijri, Ahmed A. Alsheikhy, Mohamed Atri
Format: Article
Language:English
Published: MDPI AG 2025-03-01
Series:Mathematics
Subjects:
sign language translation (SLT)
deep learning
adaptive transformer
self-attention mechanism
multimodal feature fusion
computer vision
Online Access:https://www.mdpi.com/2227-7390/13/6/909
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