Video Understanding 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