Video on ShanghaiTech Weakly Supervised

Metric: AUC-ROC (higher is better)

LeaderboardDataset

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#	Model↕	AUC-ROC▼	Extra Data	Paper	Date↕	Code
1	PEL	98.14	No	Learning Prompt-Enhanced Context Features for We...	2023-06-26	Code
2	ProDisc-VAD	97.98	No	ProDisc-VAD: An Efficient System for Weakly-Supe...	2025-05-04	Code
3	Learning Causal Temporal Relation and Feature Discrimination for Anomaly Detection	97.48	No	Weakly-supervised Video Anomaly Detection with R...	2021-01-25	Code
4	S3R	97.48	No	-	-	Code
5	Learning Causal Temporal Relation and Feature Discrimination for Anomaly Detection	97.48	No	Weakly-supervised Video Anomaly Detection with R...	2021-01-25	Code
6	RTFM	97.21	No	Weakly-supervised Video Anomaly Detection with R...	2021-01-25	Code
7	MTFL (VST, finetuned on VADD)	95.7	Yes	MTFL: Multi-Timescale Feature Learning for Weakl...	2024-10-08	Code
8	MTFL (VST)	95.32	No	MTFL: Multi-Timescale Feature Learning for Weakl...	2024-10-08	Code
9	MIST	94.83	No	MIST: Multiple Instance Self-Training Framework ...	2021-04-04	Code
10	AR-Net	91.24	No	Weakly Supervised Video Anomaly Detection via Ce...	2021-04-15	Code
11	Multiple-Instance-Based-Video-Anomaly-Detection-Using-Deep-Temporal-Encoding-Decoding	89.14	No	Multiple Instance-Based Video Anomaly Detection ...	2020-07-03	Code
12	GCN-Anomaly	84.44	No	Graph Convolutional Label Noise Cleaner: Train a...	2019-03-18	Code

#1PELSOTA
98.14
AUC-ROC· 2023-06-26
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection Code
#2ProDisc-VAD
97.98
AUC-ROC· 2025-05-04
ProDisc-VAD: An Efficient System for Weakly-Supervised Anomaly Detection in Video Surveillance Applications Code
#3Learning Causal Temporal Relation and Feature Discrimination for Anomaly DetectionSOTA
97.48
AUC-ROC· 2021-01-25
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning Code
#4S3R
97.48
AUC-ROC
No paperCode
#5Learning Causal Temporal Relation and Feature Discrimination for Anomaly Detection
97.48
AUC-ROC· 2021-01-25
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning Code
#6RTFM
97.21
AUC-ROC· 2021-01-25
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning Code
#7MTFL (VST, finetuned on VADD)
95.7
AUC-ROC· Extra Data· 2024-10-08
MTFL: Multi-Timescale Feature Learning for Weakly-Supervised Anomaly Detection in Surveillance Videos Code
#8MTFL (VST)
95.32
AUC-ROC· 2024-10-08
MTFL: Multi-Timescale Feature Learning for Weakly-Supervised Anomaly Detection in Surveillance Videos Code
#9MIST
94.83
AUC-ROC· 2021-04-04
MIST: Multiple Instance Self-Training Framework for Video Anomaly Detection Code
#10AR-Net
91.24
AUC-ROC· 2021-04-15
Weakly Supervised Video Anomaly Detection via Center-guided Discriminative Learning Code
#11Multiple-Instance-Based-Video-Anomaly-Detection-Using-Deep-Temporal-Encoding-DecodingSOTA
89.14
AUC-ROC· 2020-07-03
Multiple Instance-Based Video Anomaly Detection using Deep Temporal Encoding-Decoding Code
#12GCN-AnomalySOTA
84.44
AUC-ROC· 2019-03-18
Graph Convolutional Label Noise Cleaner: Train a Plug-and-play Action Classifier for Anomaly Detection Code