Neighbor-Guided Unbiased Framework for Generalized Category Discovery in Medical Image Classification
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Journal of Biomedical and Health Informatics"
DOI: 10.1109/jbhi.2025.3556984
Abstract: Generalized category discovery (GCD) utilizes seen category knowledge to automatically discover new semantic categories that are not defined in the training phase. Nevertheless, there has been no research conducted on identifying new classes using medical… read more here.
Keywords: neighbor guided; category discovery; generalized category; neighbor ... See more keywords
ReCL: A Plug-and-Play Module for Enhancing Generalized Category Discovery Using Transport-Based Method to Uncover the Relationship in Samples
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2025.3598594
Abstract: Deep learning systems excel in closed-set environments but face challenges in open-set settings due to mismatched label spaces between training and test data. Generalized category discovery (GCD) is one of such real-world open-set learning problems.… read more here.
Keywords: based method; transport based; generalized category; category discovery ... See more keywords