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Video Anomaly Detection on UCF-Crime

89.51AUC

Holmes-VAD

Updated 2d ago

Evaluation Results

Method
Holmes-VAD 2026.01	89.51	-	-	-	-	-
Holmes-VAU 2026.01	88.96	-	-	-	-	-
CPL-VAD 2026.02	88.24	-	-	-	-	-
VAD-LLaMA 2026.01	88.13	-	-	-	-	-
VadCLIP 2025.12	88.02	-	-	-	-	-
VadCLIP 2026.02	88.02	-	-	-	-	-
VadCLIP 2026.01	88.02	-	-	-	-	-
PrismVAU 2026.01	87.82	-	-	-	41.52	-
Yang et al. 2025.12	87.79	-	-	-	-	-
TPWNG 2026.02	87.79	-	-	-	-	-
TPWNG 2026.01	87.79	-	-	-	-	-
CLIP-TSA 2025.12	87.58	-	-	-	-	-
CLIP-TSA 2026.02	87.58	-	-	-	-	-
HeadHunt-VAD 2025.12	87.03	-	-	-	-	-
MGFN 2022.11	86.98	-	-	-	-	-
MGFN 2024.09	86.98	-	-	-	-	-
MFGN 2025.12	86.98	-	-	-	-	-
UR-DMU 2023.06	86.97	1.05	-	-	-	-
UR-DMU 2025.12	86.97	-	-	-	-	-
Chen et al. 2026.01	86.83	-	-	-	-	-
Ours 2023.06	86.76	0.43	-	-	-	-
PEL4VAD 2026.01	86.76	-	-	-	-	-
UML 2023.06	86.75	-	-	-	-	-
UMIL 2024.09	86.75	-	-	-	-	-
UMIL 2026.01	86.75	-	-	-	-	-
HiProbeVAD 2025.12	86.72	-	-	-	-	-
MIL-BERT 2022.10	86.71	-	-	-	-	-
MGFN 2022.11	86.67	-	-	-	-	-
IFS-VAD 2026.02	86.57	-	-	-	-	-
VERA 2025.12	86.55	-	-	-	-	-
VERA 2026.01	86.55	-	-	-	-	-
Wu et al. 2025.12	86.4	-	-	-	-	-
OVVAD 2026.02	86.4	-	-	-	-	-
OVVAD 2026.01	86.4	-	-	-	-	-
DSRL 2024.09	86.38	-	-	-	-	-
CUPL 2023.06	86.22	-	-	-	-	-
CU-Net 2024.09	86.22	-	-	-	-	-
Zhang et al. 2026.02	86.22	-	-	-	-	-
Zhang et al. 2026.01	86.22	-	-	-	-	-
Cho et al. 2023.06	86.1	-	-	-	-	-
S3R 2023.06	85.99	-	-	-	-	-
S3R 2025.12	85.99	-	-	-	-	-
NL-MIL 2023.06	85.63	-	-	-	-	-
MSL 2022.11	85.62	-	-	-	-	-
[14] 2022.10	85.62	-	-	-	-	-
MSLNET 2026.02	85.62	-	-	-	-	-
MSL 2026.01	85.62	-	-	-	-	-
MLAD 2023.06	85.47	7.47	-	-	-	-
[17] 2022.10	85.38	-	-	-	-	-
MSL 2022.11	85.3	-	-	-	-	-
MSL 2023.06	85.3	-	-	-	-	-
MSL 2024.09	85.3	-	-	-	-	-
MSL 2025.12	85.3	-	-	-	-	-
DDL 2023.06	85.12	-	-	-	-	-
Wu and Liu 2022.11	84.89	-	-	-	-	-
CRFD 2023.06	84.89	0.72	-	-	-	-
DYANNET 2025.12	84.5	-	-	-	-	-
RTFM 2022.10	84.3	-	-	-	-	-
[28] 2022.10	84.3	-	-	-	-	-
RTFM 2023.06	84.3	-	-	-	-	-
RTFM 2024.09	84.3	-	-	-	-	-
RTFM 2025.12	84.3	-	-	-	-	-
RTFM 2026.01	84.3	-	-	-	-	-
RTFM 2022.11	84.03	-	-	-	-	-
MS-BSAD 2023.06	83.53	-	-	-	-	-
RTFM 2022.11	83.31	-	-	-	-	-
Wu et al. 2022.11	82.44	-	-	-	-	-
HL-Net 2023.06	82.44	-	-	-	-	-
Wu et al. [27] 2024.09	82.44	-	-	-	-	-
Wu et al. 2025.12	82.44	-	-	-	-	-
MIST 2021.04	82.3	0.13	-	-	-	-
MIST 2022.11	82.3	-	-	-	-	-
CLAWS 2022.11	82.3	-	-	-	-	-
MIST 2023.06	82.3	0.13	-	-	-	-
MIST 2025.12	82.3	-	-	-	-	-
GCN 2022.11	82.12	-	-	-	-	-
[30] 2022.10	82.12	-	-	-	-	-
GCN 2023.06	82.12	0.1	-	-	-	-
EventVAD 2025.12	82.03	-	-	-	-	-
Liu et al. (Full-S+T) 2021.04	82	-	-	-	-	-
MIST 2021.04	81.4	2.19	-	-	-	-
Zhong et al. 2021.04	81.08	2.2	-	-	-	-
Zhong et al. 2021.04	80.67	3.3	-	-	-	-
LAVAD 2025.12	80.28	-	-	-	-	-
LAVAD 2026.01	80.28	-	-	-	-	-
Zaheer et al. 2022.11	79.84	-	-	-	-	-
Zhu et al. 2021.04	79	-	-	-	-	-
Motion-Aware 2023.06	79	-	-	-	-	-
Zhang et al. 2021.04	78.7	-	-	-	-	-
IBL et al. 2022.11	78.66	-	-	-	-	-
IBL 2023.06	78.66	-	-	-	-	-
Sultani et al. 2022.11	77.92	-	-	-	-	-
Sultani et al. 2026.01	77.92	-	-	-	-	-
Sultani et al. 2024.09	76.21	-	-	-	-	-
Sultani et al. 2022.11	75.41	-	-	-	-	-
MIL-Rank 2023.06	75.41	1.9	-	-	-	-
Sultani et al. 2021.04	75.4	1.9	-	-	-	-
FPDM 2026.01	74.7	-	-	-	-	-
Zaheer et al. 2022.11	74.2	-	-	-	-	-
LLAVA-1.5 2025.12	72.84	-	-	-	-	-

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