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cs.CV2024
CRL: Content and Context Representation Learning for Gloss-free Sign Language Translation and Retrieval
Zhigang Chen, Benjia Zhou, Yiqing Huang +6
Sign Language Representation Learning (SLRL) is crucial for a range of sign language-related downstream tasks such as Sign Language Translation (SLT) and Sign Language Retrieval (S…
cs.CV2024
FeTT: Continual Class Incremental Learning via Feature Transformation Tuning
Sunyuan Qiang, Xuxin Lin, Yanyan Liang +2
Continual learning (CL) aims to extend deep models from static and enclosed environments to dynamic and complex scenarios, enabling systems to continuously acquire new knowledge of…
cs.CV2024
Dynamic Feature Learning and Matching for Class-Incremental Learning
Sunyuan Qiang, Yanyan Liang, Jun Wan +1
Class-incremental learning (CIL) has emerged as a means to learn new classes incrementally without catastrophic forgetting of previous classes. Recently, CIL has undergone a paradi…