MCL-3WDA: Cross-domain Fault Diagnosis for Rotating Machine via Multi-channel Vibration Data based on Contrastive Learning and Fine-grained Domain Alignment
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Sensors Journal"
DOI: 10.1109/jsen.2025.3625562
Abstract: Rotating machinery fault diagnosis under varying operating conditions is challenged not only by domain shift and data scarcity but more critically by intrinsic algorithmic limitations in existing methods. Most current unsupervised domain adaptation (UDA) approaches… read more here.
Keywords: cross domain; mcl 3wda; contrastive learning; domain alignment ... See more keywords
Self-Supervised Auxiliary Domain Alignment for Unsupervised 2D Image-Based 3D Shape Retrieval
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2022.3191761
Abstract: Unsupervised 2D image-based 3D shape retrieval aims to match the similar 3D unlabeled shapes when given a 2D labeled sample. Although a lot of methods have made a certain degree of progress, the performance of… read more here.
Keywords: unsupervised image; domain alignment; domain; target ... See more keywords
An Adaptive Domain-Incremental Framework With Knowledge Replay and Domain Alignment for Specific Emitter Identification
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DOI: 10.1109/tifs.2025.3552034
Abstract: Specific Emitter Identification (SEI) is crucial for ensuring the security of physical layer communication. However, signal characteristics can be affected by various factors such as environmental and equipment variations. An effective SEI system must continuously… read more here.
Keywords: knowledge replay; domain incremental; replay; specific emitter ... See more keywords
MDANet: Modality-Aware Domain Alignment Network for Visible-Infrared Person Re-Identification
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DOI: 10.1109/tmm.2024.3521822
Abstract: Visible-infrared person re-identification is a challenging task in video surveillance. Most existing works achieve performance gains by aligning feature distributions or image styles across modalities, whereas the multi-granularity information and domain knowledge are usually neglected.… read more here.
Keywords: infrared person; modality; visible infrared; domain alignment ... See more keywords