Guansong Pang · Singapore Management University

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Deep Learning for Anomaly Detection: A Review
Singapore Management University Institutional Knowledge (InK) (Singapore Management University) · 2020
1,718
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning
Yu Tian, Guansong Pang, Yuanhong Chen, Rajvinder Singh, Johan Verjans, G. Carneiro
IEEE/CVF International Conference on Computer Vision (ICCV) · 2021
600
Deep Isolation Forest for Anomaly Detection
IEEE Transactions on Knowledge and Data Engineering · 2023
564
AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection
arXiv · 2023
526
Deep Anomaly Detection with Deviation Networks
ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD) · 2019
490
Viral Pneumonia Screening on Chest X-Rays Using Confidence-Aware Anomaly Detection
IEEE Transactions on Medical Imaging · 2020
389
An improved K-nearest-neighbor algorithm for text categorization
Expert Systems with Applications · 2011
324
Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2024
304
Self-Trained Deep Ordinal Regression for End-to-End Video Anomaly Detection
IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · 2020
256
Learning Representations of Ultrahigh-dimensional Data for Random Distance-based Outlier Detection
ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD) · 2018
249
HVI: A New Color Space for Low-light Image Enhancement
IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · 2025
244
Beyond Triplet Loss: Person Re-Identification With Fine-Grained Difference-Aware Pairwise Loss
Cheng Yan, Guansong Pang, Xiao Bai, Changhong Liu, X. Ning, Lin Gu, Jun Zhou
IEEE Transactions on Multimedia · 2021
227
VadCLIP: Adapting Vision-Language Models for Weakly Supervised Video Anomaly Detection
Proceedings of the AAAI Conference on Artificial Intelligence · 2024
213
Catching Both Gray and Black Swans: Open-set Supervised Anomaly Detection
IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · 2022
213
Deep One-Class Classification via Interpolated Gaussian Descriptor
Yuanhong Chen, Yu Tian, Guansong Pang, G. Carneiro
Proceedings of the AAAI Conference on Artificial Intelligence · 2022
160
Calibrated One-Class Classification for Unsupervised Time Series Anomaly Detection
IEEE Transactions on Knowledge and Data Engineering · 2024
158
Toward Generalist Anomaly Detection via In-Context Residual Learning with Few-Shot Sample Prompts
IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · 2024
154
Deep Weakly-supervised Anomaly Detection
ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) · 2023
152
Pixel-Wise Energy-Biased Abstention Learning for Anomaly Segmentation on Complex Urban Driving Scenes
Lecture notes in computer science · 2022
142
Deep Graph-level Anomaly Detection by Glocal Knowledge Distillation
ACM International Conference on Web Search and Data Mining (WSDM) · 2022
135
Toward Deep Supervised Anomaly Detection: Reinforcement Learning from Partially Labeled Anomaly Data
Guansong Pang, Anton van den Hengel, Chunhua Shen, Longbing Cao
Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining · 2021
133
Deep Graph Anomaly Detection: A Survey and New Perspectives
IEEE Transactions on Knowledge and Data Engineering · 2025
130
Viral Pneumonia Screening on Chest X-ray Images Using Confidence-Aware Anomaly Detection
arXiv · 2020
127
Open-Vocabulary Video Anomaly Detection
IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · 2024
123
A Survey on Visual Anomaly Detection: Challenge, Approach, and Prospect
arXiv · 2024
107

Publication data from OpenAlex, with missing venues and authors filled in from Crossref; citation counts are the higher of OpenAlex and Semantic Scholar; position from the scholar’s ORCID record, last synced 2026-10-10. Citation counts may be lower than on Google Scholar, which indexes more sources.

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