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Keywords

Anomaly Detection, Multimodal Learning, Industrial Inspection

Countries

China

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Education and qualifications (2)

Huazhong University of Science and Technology: Wuhan, Hubei, CN

2020-09-01 to present | Ph.D Candidate (School of Mechanical Science and Engineering)
Education
Source: Self-asserted source
Yunkang Cao

Huazhong University of Science and Technology: Wuhan, CN

2016-09-01 to 2020-06-30 | Bachelor (School of Mechanical Science and Engineering)
Education
Source: Self-asserted source
Yunkang Cao

Works (18)

AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection

2025 | Book chapter
DOI: 10.1007/978-3-031-72761-0_4
Contributors: Yunkang Cao; Jiangning Zhang; Luca Frittoli; Yuqi Cheng; Weiming Shen; Giacomo Boracchi
Source: check_circle
Crossref

Boosting Global-Local Feature Matching via Anomaly Synthesis for Multi-Class Point Cloud Anomaly Detection

IEEE Transactions on Automation Science and Engineering
2025 | Journal article
DOI: 10.1109/TASE.2025.3544462
Contributors: Yuqi Cheng; Yunkang Cao; Dongfang Wang; Weiming Shen; Wenlong Li
Source: check_circle
Crossref

LogiCode: An LLM-Driven Framework for Logical Anomaly Detection

IEEE Transactions on Automation Science and Engineering
2025 | Journal article
DOI: 10.1109/TASE.2024.3468464
Contributors: Yiheng Zhang; Yunkang Cao; Xiaohao Xu; Weiming Shen
Source: check_circle
Crossref

Personalizing Vision-Language Models With Hybrid Prompts for Zero-Shot Anomaly Detection

IEEE Transactions on Cybernetics
2025 | Journal article
DOI: 10.1109/TCYB.2025.3536165
Contributors: Yunkang Cao; Xiaohao Xu; Yuqi Cheng; Chen Sun; Zongwei Du; Liang Gao; Weiming Shen
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

VarAD: Lightweight High-Resolution Image Anomaly Detection via Visual Autoregressive Modeling

IEEE Transactions on Industrial Informatics
2025 | Journal article
DOI: 10.1109/TII.2024.3523574
Contributors: Yunkang Cao; Haiming Yao; Wei Luo; Weiming Shen
Source: check_circle
Crossref

BiaS: Incorporating Biased Knowledge to Boost Unsupervised Image Anomaly Localization

IEEE Transactions on Systems, Man, and Cybernetics: Systems
2024 | Journal article
DOI: 10.1109/TSMC.2023.3344383
Contributors: Yunkang Cao; Xiaohao Xu; Chen Sun; Liang Gao; Weiming Shen
Source: check_circle
Crossref

Deep Feature Contrasting for Industrial Image Anomaly Segmentation

IEEE Transactions on Instrumentation and Measurement
2024 | Journal article
DOI: 10.1109/TIM.2023.3348901
Contributors: Qian Wan; Yunkang Cao; Liang Gao; Xinyu Li; Yiping Gao
Source: check_circle
Crossref

Prior Normality Prompt Transformer for Multiclass Industrial Image Anomaly Detection

IEEE Transactions on Industrial Informatics
2024 | Journal article
DOI: 10.1109/TII.2024.3413322
Contributors: Haiming Yao; Yunkang Cao; Wei Luo; Weihang Zhang; Wenyong Yu; Weiming Shen
Source: check_circle
Crossref

Complementary pseudo multimodal feature for point cloud anomaly detection

Pattern Recognition
2024-12 | Journal article
DOI: 10.1016/j.patcog.2024.110761
Contributors: Yunkang Cao; Xiaohao Xu; Weiming Shen
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Dual-path Frequency Discriminators for few-shot anomaly detection

Knowledge-Based Systems
2024-10 | Journal article
DOI: 10.1016/j.knosys.2024.112397
Contributors: Yuhu Bai; Jiangning Zhang; Zhaofeng Chen; Yuhang Dong; Yunkang Cao; Guanzhong Tian
Source: check_circle
Crossref

Generative Denoise Distillation: Simple stochastic noises induce efficient knowledge transfer for dense prediction

Knowledge-Based Systems
2024-10 | Journal article
DOI: 10.1016/j.knosys.2024.112365
Contributors: Zhaoge Liu; Xiaohao Xu; Yunkang Cao; Weiming Shen
Source: check_circle
Crossref

2nd Place Winning Solution for the CVPR2023 Visual Anomaly and Novelty Detection Challenge: Multimodal Prompting for Data-centric Anomaly Detection

ArXiv
2023 | Journal article
WOSUID: PPRN:73361731
Contributors: Cao, Yunkang; Xu, Xiaohao; Sun, Chen; Cheng, Yuqi; Gao, Liang; Shen, Weiming
Source: check_circle
Web of Science Researcher Profile Sync

Collaborative Discrepancy Optimization for Reliable Image Anomaly Localization

IEEE Transactions on Industrial Informatics
2023 | Journal article
DOI: 10.1109/TII.2023.3241579
Contributors: Yunkang Cao; Xiaohao Xu; Zhaoge Liu; Weiming Shen
Source: check_circle
Crossref

GON: End-to-end optimization framework for constraint graph optimization problems

Knowledge-Based Systems
2022-10 | Journal article
DOI: 10.1016/j.knosys.2022.109697
Contributors: Chuan Liu; Jingwei Wang; Yunkang Cao; Min Liu; Weiming Shen
Source: check_circle
Crossref
grade
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Position Encoding Enhanced Feature Mapping for Image Anomaly Detection

2022 IEEE 18th International Conference on Automation Science and Engineering (CASE)
2022-08-20 | Conference paper
DOI: 10.1109/case49997.2022.9926547
Contributors: Qian Wan; Yunkang Cao; Liang Gao; Weiming Shen; Xinyu Li
Source: Self-asserted source
Yunkang Cao

Informative knowledge distillation for image anomaly segmentation

Knowledge-Based Systems
2022-07 | Journal article
DOI: 10.1016/j.knosys.2022.108846
Contributors: Yunkang Cao; Qian Wan; Weiming Shen; Liang Gao
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

An Outlier-Aware Method for UWB Indoor Positioning in NLoS Situations

2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD)
2022-05-04 | Conference paper
DOI: 10.1109/cscwd54268.2022.9776125
Source: Self-asserted source
Yunkang Cao

Semi-supervised Knowledge Distillation for Tiny Defect Detection

2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD)
2022-05-04 | Conference paper
DOI: 10.1109/cscwd54268.2022.9776026
Source: Self-asserted source
Yunkang Cao

Peer review (30 reviews for 9 publications/grants)

Review activity for Engineering applications of artificial intelligence. (3)
Review activity for IEEE sensors journal. (2)
Review activity for IEEE transactions on automation science and engineering. (2)
Review activity for IEEE transactions on circuits and systems for video technology. (3)
Review activity for IEEE transactions on industrial informatics. (8)
Review activity for IEEE transactions on knowledge and data engineering. (1)
Review activity for IEEE transactions on neural networks and learning systems. (8)
Review activity for IEEE transactions on systems, man, and cybernetics. (1)
Review activity for IET collaborative intelligent manufacturing (2)
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