Leaderboards/Anomaly Detection Techniques and Applications

Anomaly Detection Techniques and Applications

Last updated July 15, 2026

Rising Stars

Fresh ink, massive impact

Researchers

1
Haodong Duan
Chinese University of Hong Kong
2
Jiacong Xu
Jiangsu University
3
Wenze Liu
Huazhong University of Science and Technology
4
Hanqiu Deng
University of Alberta
5
Jiaqi Liu
Chinese Academy of Sciences
6
Yuxin Chen
South China University of Technology
7
Zhihan Yue
Peking University
8
Zhikang Liu
University of Science and Technology of China
9
Jaya Yadav
Delhi Technological University
10
Jongseon Kim
Seoul National University

Papers

1
Deep Industrial Image Anomaly Detection: A Survey
Machine Intelligence Research|2024
336 cit.
2
Publication in Artificial Intelligence Review (2025) [164 citations, W4409695029]
Artificial Intelligence Review|2025
164 cit.
3
VLMEvalKit: An Open-Source ToolKit for Evaluating Large Multi-Modality Models
Unknown Journal|2024
51 cit.
4
Unsupervised Continual Anomaly Detection with Contrastively-Learned Prompt
Proceedings of the AAAI Conference on Artificial Intelligence|2024
27 cit.
5
How to Make Cross Encoder a Good Teacher for Efficient Image-Text Retrieval?
Unknown Journal|2024
5 cit.
6
Artificial Intelligence and Machine (Deep) Learning in Medical Education: A Bibliometric Analysis Based on VOSviewer and CiteSpace
Unknown Journal|2024
4 cit.
7
Designing Specialized Two-Dimensional Graph Spectral Filters for Spatial-Temporal Graph Modeling
Proceedings of the AAAI Conference on Artificial Intelligence|2025
3 cit.
8
[A prospective cohort study of association between early childhood body mass index trajectories and the risk of overweight].
PubMed|2024
2 cit.
9
Publication in Journal of Earth System Science (2025) [1 citation, W4415534843]
Journal of Earth System Science|2025
1 cit.
10
Publication (2025) [W4415707948]
Unknown Journal|2025
0 cit.

Emerging Leaders

Drafting the new consensus

Researchers

1
Zbigniew Wojna
University College London
2
Laith Farhan
Manchester Metropolitan University
3
Kaiming He
Guangdong Academy of Medical Sciences
4
Steve Astels
CDC Foundation
5
Xuelong Li
China Telecom (China)
6
Dekang Qi
Southwest Jiaotong University
7
Xinzheng He
Unknown
8
Han Hu
Microsoft Research Asia (China)
9
Minsu Cho
Korea Institute of Radiological and Medical Sciences
10
Gulshan Kumar
Desh Bhagat University

Papers

1
Video Swin Transformer
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)|2022
1.9k cit.
2
SimMIM: a Simple Framework for Masked Image Modeling
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)|2022
1.1k cit.
3
GS-SLAM: Dense Visual SLAM with 3D Gaussian Splatting
Unknown Journal|2024
284 cit.
4
Scaling Language-Image Pre-Training via Masking
Unknown Journal|2023
221 cit.
5
DETRs with Hybrid Matching
Unknown Journal|2023
217 cit.
6
A Novel Representation Learning for Dynamic Graphs Based on Graph Convolutional Networks
IEEE Transactions on Cybernetics|2022
179 cit.
7
An Effective and Efficient Algorithm for K-Means Clustering With New Formulation
IEEE Transactions on Knowledge and Data Engineering|2022
142 cit.
8
A hybrid deep learning based intrusion detection system using spatial-temporal representation of in-vehicle network traffic
Vehicular Communications|2022
131 cit.
9
Positive-Incentive Noise
IEEE Transactions on Neural Networks and Learning Systems|2022
128 cit.
10
Machine learning for enhancing transportation security: A comprehensive analysis of electric and flying vehicle systems
Engineering Applications of Artificial Intelligence|2023
97 cit.

Current Senior Leaders

Wrote the book, still writing it

Researchers

1
Chih‐Jen Lin
National United University
2
Mubarak Shah
University of Central Florida
3
Jörg Sander
University of Alberta
4
Li Fei-Fei
Princeton University
5
Zhi‐Hua Zhou
Nanjing University
6
Pietro Perona
California Institute of Technology
7
Jingdong Wang
Microsoft Research Asia (China)
8
Dacheng Tao
The University of Sydney
9
Ali A. Ghorbani
Unknown
10
Nuno Vasconcelos
UC San Diego Health System

Papers

1
ImageNet: A large-scale hierarchical image database
2009 IEEE Conference on Computer Vision and Pattern Recognition|2009
61.8k cit.
2
LIBSVM
ACM Transactions on Intelligent Systems and Technology|2011
41.3k cit.
3
ImageNet Large Scale Visual Recognition Challenge
International Journal of Computer Vision|2015
40.2k cit.
4
Scale-space and edge detection using anisotropic diffusion
IEEE Transactions on Pattern Analysis and Machine Intelligence|1990
12k cit.
5
LIBLINEAR: A Library for Large Linear Classification
Unknown Journal|2008
6.6k cit.
6
Large-Scale Video Classification with Convolutional Neural Networks
Unknown Journal|2014
6.3k cit.
7
Isolation Forest
Unknown Journal|2008
5.6k cit.
8
Deep High-Resolution Representation Learning for Human Pose Estimation
Unknown Journal|2019
5.6k cit.
9
Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations
International Journal of Computer Vision|2017
5.2k cit.
10
LOF
ACM SIGMOD Record|2000
5.2k cit.

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