Anomaly Detection on XD-Violence

Metric: AP (higher is better)

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#	Model↕	AP▼	Augmentations	Paper	Date↕	Code
1	CFA-HLGAtt	86.34	No	Cross-Modal Fusion and Attention Mechanism for W...	2024-12-29	-
2	MAVD	86.07	No	Aligning First, Then Fusing: A Novel Weakly Supe...	2025-01-13	Code
3	HyperVD	85.67	No	Learning Weakly Supervised Audio-Visual Violence...	2023-05-30	Code
4	DAKD	85.61	No	Distilling Aggregated Knowledge for Weakly-Super...	2024-06-05	-
5	PEL	85.59	No	Learning Prompt-Enhanced Context Features for We...	2023-06-26	Code
6	BN-WVAD	84.93	No	BatchNorm-based Weakly Supervised Video Anomaly ...	2023-11-26	Code
7	MTFL (VST)	84.57	No	MTFL: Multi-Timescale Feature Learning for Weakl...	2024-10-08	Code
8	MSBT	84.32	No	Multi-scale Bottleneck Transformer for Weakly Su...	2024-05-08	Code
9	CMA_LA	83.54	No	-	-	Code
10	MACIL_SD	83.4	No	Modality-Aware Contrastive Instance Learning wit...	2022-07-12	Code
11	S3R (without audio imformation)	80.26	No	-	-	Code
12	MGFN	80.11	No	MGFN: Magnitude-Contrastive Glance-and-Focus Net...	2022-11-28	Code
13	MTFL (VST, finetuned on VADD)	79.4	Yes	MTFL: Multi-Timescale Feature Learning for Weakl...	2024-10-08	Code
14	A Neural Network Containing Three Parallel Branches (holistic, localized, and score branch)	78.64	No	Not only Look, but also Listen: Learning Multimo...	2020-07-09	Code
15	RTFM	77.81	No	Weakly-supervised Video Anomaly Detection with R...	2021-01-25	Code
16	Contrastive Attention for Video Anomaly Detection	76.9	No	-	-	-
17	CSL_TAL	71.68	No	Consistency-based Self-supervised Learning for T...	2022-08-10	Code

#1CFA-HLGAttSOTA
86.34
AP· 2024-12-29
Cross-Modal Fusion and Attention Mechanism for Weakly Supervised Video Anomaly Detection
#2MAVD
86.07
AP· 2025-01-13
Aligning First, Then Fusing: A Novel Weakly Supervised Multimodal Violence Detection Method Code
#3HyperVDSOTA
85.67
AP· 2023-05-30
Learning Weakly Supervised Audio-Visual Violence Detection in Hyperbolic Space Code
#4DAKD
85.61
AP· 2024-06-05
Distilling Aggregated Knowledge for Weakly-Supervised Video Anomaly Detection
#5PEL
85.59
AP· 2023-06-26
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection Code
#6BN-WVAD
84.93
AP· 2023-11-26
BatchNorm-based Weakly Supervised Video Anomaly Detection Code
#7MTFL (VST)
84.57
AP· 2024-10-08
MTFL: Multi-Timescale Feature Learning for Weakly-Supervised Anomaly Detection in Surveillance Videos Code
#8MSBT
84.32
AP· 2024-05-08
Multi-scale Bottleneck Transformer for Weakly Supervised Multimodal Violence Detection Code
#9CMA_LA
83.54
AP
No paperCode
#10MACIL_SDSOTA
83.4
AP· 2022-07-12
Modality-Aware Contrastive Instance Learning with Self-Distillation for Weakly-Supervised Audio-Visual Violence Detection Code
#11S3R (without audio imformation)
80.26
AP
No paperCode
#12MGFN
80.11
AP· 2022-11-28
MGFN: Magnitude-Contrastive Glance-and-Focus Network for Weakly-Supervised Video Anomaly Detection Code
#13MTFL (VST, finetuned on VADD)
79.4
AP· Augmentations· 2024-10-08
MTFL: Multi-Timescale Feature Learning for Weakly-Supervised Anomaly Detection in Surveillance Videos Code
#14A Neural Network Containing Three Parallel Branches (holistic, localized, and score branch)SOTA
78.64
AP· 2020-07-09
Not only Look, but also Listen: Learning Multimodal Violence Detection under Weak Supervision Code
#15RTFM
77.81
AP· 2021-01-25
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning Code
#16Contrastive Attention for Video Anomaly Detection
76.9
AP
No paper
#17CSL_TAL
71.68
AP· 2022-08-10
Consistency-based Self-supervised Learning for Temporal Anomaly Localization Code