Two-Step Image Dehazing with Intra-domain and Inter-domain Adaption
Sign Up to like & getrecommendations! Published in 2022 at "Neurocomputing"
DOI: 10.1016/j.neucom.2022.02.019
Abstract: Recently, image dehazing task has achieved remarkable progress by convolutional neural network. However, those approaches mostly treat haze removal as a one-to-one problem and ignore the intra-domain gap. Therefore, haze distribution shift of the same… read more here.
Keywords: domain gap; intra domain; domain; inter domain ... See more keywords
Multi-Source Collaborative Contrastive Learning for Decentralized Domain Adaptation
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2022.3219893
Abstract: Unsupervised multi-source domain adaptation aims to obtain a model working well on the unlabeled target domain by reducing the domain gap between the labeled source domains and the unlabeled target domain. Considering the data privacy… read more here.
Keywords: domain adaptation; multi source; target domain; domain ... See more keywords
Mind The Gap: Alleviating Local Imbalance for Unsupervised Cross-Modality Medical Image Segmentation
Sign Up to like & getrecommendations! Published in 2022 at "IEEE journal of biomedical and health informatics"
DOI: 10.48550/arxiv.2205.11888
Abstract: Unsupervised cross-modality medical image adaptation aims to alleviate the severe domain gap between different imaging modalities without using the target domain label. A key in this campaign relies upon aligning the distributions of source and… read more here.
Keywords: gap; cross modality; imbalance; domain gap ... See more keywords