A survey on multimodal learning for industrial diagnostics: a data dimensionality perspective.

Wenyong Yu https://orcid.org/0000-0003-4012-1264

Yangfeng Wang Wenyong Yu Changyang Yu Hui Shi Wenlong Li A survey on multimodal learning for industrial diagnostics: a data dimensionality perspective. 2026 May 126 59 Artif. Intell. Rev. 5 https://doi.org/10.1007/s10462-026-11527-4 db/journals/air/air59.html#WangYYSL26 streams/journals/air

Wentao Huang Yangfeng Wang Branko Glamuzina Wenyong Yu Xiaoshuan Zhang Non-destructive evaluation of sturgeon comfort and health based on YOLOv5s and flexible multi-source sensing in waterless cryogenic environments. 2026 111550 245 Comput. Electron. Agric. https://doi.org/10.1016/j.compag.2026.111550 db/journals/cea/cea245.html#HuangWGYZ26 streams/journals/cea

Yangfeng Wang Changyang Yu Yingjie Wang Hui Shi Wenyong Yu Multi-dimensional logic anomaly inspection method for assembly components based on virtual domain contrastive pre-training. 2026 114431 173 Eng. Appl. Artif. Intell. https://doi.org/10.1016/j.engappai.2026.114431 db/journals/eaai/eaai173.html#WangYWSY26 streams/journals/eaai

Yangfeng Wang Xinyi Jin Wentao Huang Xiang Wang Wenyong Yu FDFR-Net: A fruit ripeness classification method using multimodal learning technique. 130126 2026 299 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2025.130126 db/journals/eswa/eswa299.html#WangJHWY26 streams/journals/eswa

Wei Luo Haiming Yao Wenyong Yu Template-Based Feature Aggregation Network for Industrial Anomaly Detection. 2026 March abs/2603.22874 CoRR https://doi.org/10.48550/arXiv.2603.22874 db/journals/corr/corr2603.html#abs-2603-22874 streams/journals/corr

Wei Luo Haiming Yao Wenyong Yu Zhengyong Li AMI-Net: Adaptive Mask Inpainting Network for Industrial Anomaly Detection and Localization. 1591-1605 2025 22 IEEE Trans Autom. Sci. Eng. https://doi.org/10.1109/TASE.2024.3368142 db/journals/tase/tase22.html#LuoYYL25 streams/journals/tase

Haiming Yao Wei Luo Yunkang Cao Yiheng Zhang Wenyong Yu Weiming Shen 0001 Global-Regularized Neighborhood Regression for Efficient Zero-Shot Texture Anomaly Detection. 7510-7525 2025 October 55 IEEE Trans. Syst. Man Cybern. Syst. 10 https://doi.org/10.1109/TSMC.2025.3595539 db/journals/tsmc/tsmc55.html#YaoLCZYS25 streams/journals/tsmc

Wei Luo Yunkang Cao Haiming Yao Xiaotian Zhang Jianan Lou Yuqi Cheng Weiming Shen 0001 Wenyong Yu Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection. 9974-9983 2025 CVPR https://openaccess.thecvf.com/content/CVPR2025/html/Luo_Exploring_Intrinsic_Normal_Prototypes_within_a_Single_Image_for_Universal_CVPR_2025_paper.html https://doi.org/10.1109/CVPR52734.2025.00932 conf/cvpr/2025 db/conf/cvpr/cvpr2025.html#LuoCYZLC0Y25

Wei Luo Yunkang Cao Haiming Yao Xiaotian Zhang Jianan Lou Yuqi Cheng Weiming Shen 0001 Wenyong Yu Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection. 2025 March abs/2503.02424 CoRR https://doi.org/10.48550/arXiv.2503.02424 db/journals/corr/corr2503.html#abs-2503-02424 streams/journals/corr

Wei Luo Haiming Yao Yunkang Cao Qiyu Chen 0002 Ang Gao Weiming Shen 0001 Wenyong Yu INP-Former++: Advancing Universal Anomaly Detection via Intrinsic Normal Prototypes and Residual Learning. 2025 June abs/2506.03660 CoRR https://doi.org/10.48550/arXiv.2506.03660 db/journals/corr/corr2506.html#abs-2506-03660 streams/journals/corr

Haiming Yao Wei Luo Wenyong Yu Xiaotian Zhang Zhenfeng Qiang Donghao Luo 0002 Hui Shi Few-shot unseen defect segmentation for polycrystalline silicon panels with an interpretable dual subspace attention variational learning framework. 102613 2024 62 Adv. Eng. Informatics https://doi.org/10.1016/j.aei.2024.102613 db/journals/aei/aei62.html#YaoLYZQLS24

Wentao Huang Yangfeng Wang Jie Xia Xinyi Jin Hongliang Zhu Branko Glamuzina Wenyong Yu Xiaoshuan Zhang Non-destructive classification of sturgeon stress using cross-modal data fusion and multi-input deep learning models. 108903 2024 220 Comput. Electron. Agric. https://doi.org/10.1016/j.compag.2024.108903 db/journals/cea/cea220.html#HuangWXJZGYZ24

Wei Luo Haiming Yao Wenyong Yu Template-based Feature Aggregation Network for industrial anomaly detection. 107810 2024 131 Eng. Appl. Artif. Intell. https://doi.org/10.1016/j.engappai.2023.107810 db/journals/eaai/eaai131.html#LuoYY24

Haiming Yao Wei Luo Wenyong Yu Xiaotian Zhang Zhenfeng Qiang Donghao Luo 0002 Hui Shi Dual-Attention Transformer and Discriminative Flow for Industrial Visual Anomaly Detection. 6126-6140 2024 October 21 IEEE Trans Autom. Sci. Eng. 4 https://doi.org/10.1109/TASE.2023.3322156 db/journals/tase/tase21.html#YaoLYZQLS24 streams/journals/tase

Haiming Yao Wenyong Yu Wei Luo Zhenfeng Qiang Donghao Luo 0002 Xiaotian Zhang Learning Global-Local Correspondence With Semantic Bottleneck for Logical Anomaly Detection. 3589-3605 2024 May 34 IEEE Trans. Circuits Syst. Video Technol. 5 https://doi.org/10.1109/TCSVT.2023.3314801 db/journals/tcsv/tcsv34.html#YaoYLQLZ24

Haiming Yao Yunkang Cao Wei Luo Weihang Zhang Wenyong Yu Weiming Shen 0001 Prior Normality Prompt Transformer for Multiclass Industrial Image Anomaly Detection. 11866-11876 2024 October 20 IEEE Trans. Ind. Informatics 10 https://doi.org/10.1109/TII.2024.3413322 db/journals/tii/tii20.html#YaoCLZYS24 streams/journals/tii

Biao Chen Tongzhi Niu Wenyong Yu Ruoqi Zhang Zhenrong Wang Bin Li 0026 A-Net: An A-Shape Lightweight Neural Network for Real-Time Surface Defect Segmentation. 1-14 2024 73 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2023.3341115 db/journals/tim/tim73.html#ChenNYZWL24

Haiming Yao Wei Luo Jianan Lou Wenyong Yu Xiaotian Zhang Zhenfeng Qiang Hui Shi Scalable Industrial Visual Anomaly Detection With Partial Semantics Aggregation Vision Transformer. 1-17 2024 73 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2023.3343832 db/journals/tim/tim73.html#YaoLLYZQS24

Haiming Yao Wei Luo Yunkang Cao Yiheng Zhang Wenyong Yu Weiming Shen 0001 Global-Regularized Neighborhood Regression for Efficient Zero-Shot Texture Anomaly Detection. 2024 abs/2406.07333 CoRR https://doi.org/10.48550/arXiv.2406.07333 db/journals/corr/corr2406.html#abs-2406-07333

Haiming Yao Yunkang Cao Wei Luo Weihang Zhang Wenyong Yu Weiming Shen 0001 Prior Normality Prompt Transformer for Multi-class Industrial Image Anomaly Detection. 2024 abs/2406.11507 CoRR https://doi.org/10.48550/arXiv.2406.11507 db/journals/corr/corr2406.html#abs-2406-11507 streams/journals/corr

Wei Luo Haiming Yao Wenyong Yu Zhengyong Li AMI-Net: Adaptive Mask Inpainting Network for Industrial Anomaly Detection and Localization. 2024 abs/2412.11802 CoRR https://doi.org/10.48550/arXiv.2412.11802 db/journals/corr/corr2412.html#abs-2412-11802 streams/journals/corr

Haiming Yao Wenyong Yu Xue Wang 0001 A Feature Memory Rearrangement Network for Visual Inspection of Textured Surface Defects Toward Edge Intelligent Manufacturing. 2616-2635 2023 October 20 IEEE Trans Autom. Sci. Eng. 4 https://doi.org/10.1109/TASE.2022.3204368 db/journals/tase/tase20.html#YaoYW23

Wei Luo Haiming Yao Wenyong Yu Normal Reference Attention and Defective Feature Perception Network for Surface Defect Detection. 1-14 2023 72 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2023.3268658 db/journals/tim/tim72.html#LuoYY23

Haiming Yao Wenyong Yu Wei Luo Zhenfeng Qiang Donghao Luo 0002 Xiaotian Zhang Learning Global-Local Correspondence with Semantic Bottleneck for Logical Anomaly Detection. 2023 abs/2303.05768 CoRR https://doi.org/10.48550/arXiv.2303.05768 db/journals/corr/corr2303.html#abs-2303-05768

Haiming Yao Wei Luo Wenyong Yu Visual Anomaly Detection via Dual-Attention Transformer and Discriminative Flow. 2023 abs/2303.17882 CoRR https://doi.org/10.48550/arXiv.2303.17882 db/journals/corr/corr2303.html#abs-2303-17882

Peng Wang 0141 Haiming Yao Wenyong Yu SCL-VI: Self-supervised Context Learning for Visual Inspection of Industrial Defects. 2023 abs/2311.06504 CoRR https://doi.org/10.48550/arXiv.2311.06504 db/journals/corr/corr2311.html#abs-2311-06504

Hui Shi Rui Lai Gangyan Li Wenyong Yu Visual inspection of surface defects of extreme size based on an advanced FCOS. 2022 December 36 Appl. Artif. Intell. 1 https://doi.org/10.1080/08839514.2022.2122222 db/journals/aai/aai36.html#ShiLLY22

Bin Hu 0020 Xinggang Wang Wenyong Yu Joint weakly and fully supervised learning for surface defect segmentation from images. 116807 2022 107 Signal Process. Image Commun. https://doi.org/10.1016/j.image.2022.116807 db/journals/spic/spic107.html#HuWY22

Tianzhu Liu Yanfeng Gu Wenyong Yu Xiuping Jia Jocelyn Chanussot Separable Coupled Dictionary Learning for Large-Scene Precise Classification of Multispectral Images. 1-14 2022 60 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2022.3217061 db/journals/tgrs/tgrs60.html#LiuGYJC22

Haiming Yao Wenyong Yu Xue Wang 0001 A Feature Memory Rearrangement Network for Visual Inspection of Textured Surface Defects Toward Edge Intelligent Manufacturing. 2022 abs/2206.10830 CoRR https://doi.org/10.48550/arXiv.2206.10830 db/journals/corr/corr2206.html#abs-2206-10830

Wei Luo Tongzhi Niu Lixin Tang 0001 Wenyong Yu Bin Li 0026 Clear Memory-Augmented Auto-Encoder for Surface Defect Detection. 2022 abs/2208.03879 CoRR https://doi.org/10.48550/arXiv.2208.03879 db/journals/corr/corr2208.html#abs-2208-03879

Haiming Yao Xue Wang 0001 Wenyong Yu Siamese Transition Masked Autoencoders as Uniform Unsupervised Visual Anomaly Detector. 2022 abs/2211.00349 CoRR https://doi.org/10.48550/arXiv.2211.00349 db/journals/corr/corr2211.html#abs-2211-00349

Wei Luo Haiming Yao Wenyong Yu Xue Wang 0001 Reference-Based Autoencoder for Surface Defect Detection. 2022 abs/2211.10060 CoRR https://doi.org/10.48550/arXiv.2211.10060 db/journals/corr/corr2211.html#abs-2211-10060

Haiming Yao Wenyong Yu Generalizable Industrial Visual Anomaly Detection with Self-Induction Vision Transformer. 2022 abs/2211.12311 CoRR https://doi.org/10.48550/arXiv.2211.12311 db/journals/corr/corr2211.html#abs-2211-12311

Haibo Wang Wenyong Yu Jiangbin You Ruolin Ma Weilin Wang Bo Li A Unified Framework for Anomaly Detection of Satellite Images Based on Well-Designed Features and an Artificial Neural Network. 1506 2021 13 Remote. Sens. 8 https://doi.org/10.3390/rs13081506 db/journals/remotesensing/remotesensing13.html#WangYYMWL21

Wenyong Yu Haiming Yao Dan Li Gangyan Li Hui Shi GLAGC: Adaptive Dual-Gamma Function for Image Illumination Perception and Correction in the Wavelet Domain. 845 2021 21 Sensors 3 https://doi.org/10.3390/s21030845 db/journals/sensors/sensors21.html#YuYLLS21

Wenyong Yu Yang Zhang Hui Shi Surface Defect Inspection Under a Small Training Set Condition. 517-528 2019 ICIRA (4) https://doi.org/10.1007/978-3-030-27538-9_44 conf/icira/2019-4 db/conf/icira/icira2019-4.html#YuZS19

Wenyong Yu Xiaodong Kang Wenjie Ge Hao Wang 基于模糊核聚类的图像SVM分类辨识 (Image Classification and Identification through SVM Based on Fuzzy Kernel Clustering). 307-310 2015 42 计算机科学 3 https://doi.org/10.11896/j.issn.1002-137X.2015.03.063 http://www.jsjkx.com/EN/10.11896/j.issn.1002-137X.2015.03.063 db/journals/jsjkx/jsjkx42.html#YuKGW18

Yunkang Cao Jocelyn Chanussot Biao Chen Qiyu Chen 0002 Yuqi Cheng Ang Gao Wenjie Ge Branko Glamuzina Yanfeng Gu Bin Hu 0020 Wentao Huang Xiuping Jia Xinyi Jin Xiaodong Kang Rui Lai Bin Li 0026 Bo Li Dan Li Gangyan Li Wenlong Li Zhengyong Li Tianzhu Liu Jianan Lou Donghao Luo 0002 Wei Luo Ruolin Ma Tongzhi Niu Zhenfeng Qiang Weiming Shen 0001 Hui Shi Lixin Tang 0001 Haibo Wang Hao Wang Peng Wang 0141 Weilin Wang Xiang Wang Xinggang Wang Xue Wang 0001 Yangfeng Wang Yingjie Wang Zhenrong Wang Jie Xia Haiming Yao Jiangbin You Changyang Yu Ruoqi Zhang Weihang Zhang Xiaoshuan Zhang Xiaotian Zhang Yang Zhang Yiheng Zhang Hongliang Zhu