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Video Anomaly Detection on Avenue (test)

93.7AUC (Micro)

Attribute-based VAD (Ours)

Updated 4d ago

Evaluation Results

Method
Attribute-based VAD (Ours) 2022.12	93.7	-	-	-	-	96.3	-	-
[54] + [27] 2023.06	93.2	-	-	-	-	91.8	-	-
[69] + [27] 2023.06	92.9	-	-	-	-	91.9	-	-
SSPCAB 2022.12	92.9	-	-	-	-	91.9	-	-
spatio-temporal prediction 2022.10	92.6	75.3	73.4	-	-	90.1	-	-
MS-VAD 2022.12	92.4	-	-	-	-	92.9	-	-
Georgescu et al. [8] 2022.10	92.3	65.1	66.9	-	-	90.4	-	-
[27] 2023.06	92.3	-	-	-	-	90.4	-	-
BA-AED 2022.12	92.3	-	-	-	-	90.4	-	-
[84] 2023.06	92.2	-	-	-	-	-	-	-
Jigsaw-Puzzle 2022.12	92.2	-	-	-	-	93	-	-
[50] 2023.06	91.8	-	-	-	-	92.3	-	-
[10] 2023.06	91.6	-	-	-	-	92.5	-	-
[54] + [10] 2023.06	91.6	-	-	-	-	92.4	-	-
Georgescu et al. [7] 2022.10	91.5	57	58.3	-	-	91.9	-	-
[26] 2023.06	91.5	-	-	-	-	92.8	-	-
SSMTL 2022.12	91.5	-	-	-	-	91.9	-	-
AED-MAE 2023.06	91.3	-	-	-	-	90.9	-	-
SD-MAE 2022.12	91.3	-	-	-	-	90.9	-	-
Liu et al. [15] 2022.10	91.1	-	-	-	-	91.1	-	-
HF2 2022.12	91.1	-	-	-	-	93.5	-	-
[69] + [49] 2023.06	90.9	-	-	-	-	92.2	-	-
LMPT 2022.12	90.9	-	-	-	-	-	-	-
[96] 2023.06	90.2	-	-	-	-	-	-	-
VEC 2022.12	90.2	-	-	-	-	-	-	-
[93] 2023.06	90.1	-	-	-	-	-	-	-
FPDM 2022.12	90.1	-	-	-	-	-	-	-
[43] 2023.06	90	-	-	-	-	-	-	-
BMAN 2022.12	90	-	-	-	-	-	-	-
[49] 2023.06	89.9	-	-	-	-	93.5	-	-
DLAN-AC 2022.12	89.9	-	-	-	-	-	-	-
USTN-DSC 2022.12	89.9	-	-	-	-	-	-	-
Yu et al. 2022.10	89.6	-	-	-	-	89.6	-	-
[95] 2023.06	89.6	-	-	-	-	-	-	-
[78] 2023.06	89.6	-	-	-	-	-	-	-
Scene-Aware 2022.12	89.6	-	-	-	-	-	-	-
[54] + [49] 2023.06	89.5	-	-	-	-	93.6	-	-
MPN 2022.12	89.5	-	-	-	-	-	-	-
[54] + [47] 2023.06	89.1	-	-	-	-	84.8	-	-
[37] 2023.06	88.9	-	-	-	-	-	-	-
MNAD-Recon. 2022.12	88.5	-	-	-	-	-	-	-
Park et al. 2022.10	88.3	-	-	-	-	88.3	-	-
Ionescu et al. 2022.10	87.4	15.8	27	-	-	90.4	-	-
[36] 2023.06	87.4	-	-	-	-	90.4	-	-
CAE-SVM 2022.12	87.4	-	-	-	-	90.4	-	-
[69] + [47] 2023.06	87.3	-	-	-	-	84.5	-	-
Ramachandra et al. [24] 2022.10	87.2	41.2	78.6	-	-	-	-	-
[63] 2023.06	87.2	-	-	-	-	-	-	-
STAN 2022.12	87.2	-	-	-	-	-	-	-
[4] 2023.06	87.1	-	-	-	-	-	-	-
[87] 2023.06	87	-	-	-	-	-	-	-
CAC 2022.12	87	-	-	-	-	-	-	-
Nguyen et al. 2022.10	86.9	-	-	-	-	86.9	-	-
[57] 2023.06	86.9	-	-	-	-	-	-	-
AM-Corr 2022.12	86.9	-	-	-	-	-	-	-
FB-SAE 2022.12	86.8	-	-	-	-	89.1	-	-
[90] 2023.06	86.6	-	-	-	-	-	-	-
AMMCN 2022.12	86.6	-	-	-	-	-	-	-
[18] 2023.06	86.4	-	-	-	-	-	-	-
[54] + [61] 2023.06	86.4	-	-	-	-	86.3	-	-
ClusterAE 2022.12	86	-	-	-	-	-	-	-
EVAL 2022.12	86	-	-	-	-	-	-	-
CT-D2GAN 2022.12	85.9	-	-	-	-	-	-	-
[60] 2023.06	85.3	-	-	-	-	-	-	-
Liu et al. 2022.10	85.1	-	-	-	-	85.1	-	-
[47] 2023.06	85.1	-	-	-	-	81.7	-	-
[80] 2023.06	85.1	-	-	-	-	-	-	-
Frame-Pred. 2022.12	85.1	-	-	-	-	-	-	-
[69] + [61] 2023.06	84.8	-	-	-	-	88.6	-	-
[5] 2023.06	84.7	-	-	-	-	-	-	-
[76] 2023.06	84.6	-	-	-	-	-	-	-
[48] 2023.06	84.4	-	-	-	-	-	-	-
MC2ST 2022.12	84.4	-	-	-	-	-	-	-
Gong et al. 2022.10	83.3	-	-	-	-	83.3	-	-
[28] 2023.06	83.3	-	-	-	-	-	-	-
Mem-AE. 2022.12	83.3	-	-	-	-	-	-	-
[61] 2023.06	82.8	-	-	-	-	86.8	-	-
StackRNN 2022.12	81.7	-	-	-	-	-	-	-
SCL 2022.12	80.9	-	-	-	-	-	-	-
[40] 2023.06	80.2	-	-	-	-	-	-	-
[100] 2023.06	78.9	-	-	-	-	-	-	-
Ramachandra et al. [23] 2022.10	72	35.8	80.9	-	-	-	-	-
[62] 2023.06	72	-	-	-	-	-	-	-
Conv-AE 2022.12	70.2	-	-	-	-	-	-	-
STF-NF 2022.12	60.1	-	-	-	-	63.5	-	-
Ionescu et al. 2022.12	-	15.77	27.07	87.4	-	-	-	-
Ramachandra et al. [33] 2022.12	-	35.8	80.9	72	-	-	-	-
Ramachandra et al. [34] 2022.12	-	41.2	78.6	87.2	-	-	-	-
Georgescu et al. [12] 2022.12	-	57	58.3	91.5	-	-	-	-
Liu et al. [21] 2022.12	-	19.59	56.01	85.1	-	-	-	-
Liu et al. [22] 2022.12	-	41.05	86.18	89.9	-	-	-	-
Georgescu et al. [13] 2022.12	-	65.05	66.85	92.3	-	-	-	-
Liu et al. [21] + Ristea et al. [38] 2022.12	-	20.13	62.3	87.3	-	-	-	-
Liu et al. [22] + Ristea et al. [38] 2022.12	-	62.27	89.28	90.9	-	-	-	-
Georgescu et al. [13] + Ristea et al. [38] 2022.12	-	65.99	64.91	92.9	-	-	-	-
Our Method 2022.12	-	68.2	87.56	86.02	-	-	-	-
Conv2D 2023.03	-	-	-	-	70.2	-	-	-
Conv3D 2023.03	-	-	-	-	77.1	-	-	-
ConvLSTM 2023.03	-	-	-	-	77	-	-	-
FramePred 2023.03	-	-	-	-	84.9	-	-	-

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