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9.22k
Video Anomaly Detection
HR-Avenue
COSKAD-hyperbolic
https://arxiv.org/abs/2301.09489v5
AUC
87.3
Video Anomaly Detection
HR-Avenue
BiPOCO
https://arxiv.org/abs/2207.02281v1
AUC
87.0
Video Anomaly Detection
HR-Avenue
MPED-RNN
http://arxiv.org/abs/1903.03295v2
AUC
86.3
Video Anomaly Detection
HR-Avenue
Pred
http://arxiv.org/abs/1712.09867v3
AUC
86.2
Video Anomaly Detection
HR-Avenue
Conv-AE
http://arxiv.org/abs/1604.04574v1
AUC
84.8
Video Anomaly Detection
HR-Avenue
COSKAD-radial
https://arxiv.org/abs/2301.09489v5
AUC
82.2
Video Anomaly Detection
HR-Avenue
GEPC
https://arxiv.org/abs/1912.11850v2
AUC
58.1
Video Anomaly Detection
Street Scene
PGM
https://arxiv.org/abs/2407.06000v2
AUC
72.7
Video Anomaly Detection
Street Scene
PGM
https://arxiv.org/abs/2407.06000v2
RBDC
30.65
Video Anomaly Detection
Street Scene
PGM
https://arxiv.org/abs/2407.06000v2
TBDC
66.03
Video Anomaly Detection
ShanghaiTech Campus
PoseWatch-H
https://arxiv.org/abs/2408.15185v1
AUC
85.75
Video Anomaly Detection
ShanghaiTech Campus
TSGAD
https://arxiv.org/abs/2406.15395v1
AUC
80.6
Video Anomaly Detection
ShanghaiTech Campus
VADMamba
https://arxiv.org/abs/2503.21169v1
AUC
77.0%
Video Anomaly Detection
ShanghaiTech Campus
HF2-VAD
https://arxiv.org/abs/2108.06852v1
AUC
76.2
Video Anomaly Detection
CHUK Avenue
MULDE-object-centric-micro
https://arxiv.org/abs/2403.14497v1
AUC
94.3%
Video Anomaly Detection
UCF-Crime
MULDE-frame-centric-micro-one-class-classification
https://arxiv.org/abs/2403.14497v1
AUC
78.5%
Video Anomaly Detection
ShanghaiTech
MULDE-object-centric-micro
https://arxiv.org/abs/2403.14497v1
AUC
86.7%
Video Anomaly Detection
ShanghaiTech
AnomalyRuler
https://arxiv.org/abs/2407.10299v2
AUC
85.2%
Video Anomaly Detection
ShanghaiTech
VideoPatchCore
https://arxiv.org/abs/2409.16225v5
AUC
85.1%
Video Anomaly Detection
ShanghaiTech
MULDE-frame-centric-micro
https://arxiv.org/abs/2403.14497v1
AUC
81.3%
Video Anomaly Detection
ShanghaiTech
TSGAD
https://arxiv.org/abs/2406.15395v1
AUC
80.6%
Video Anomaly Detection
ShanghaiTech
AnyAnomaly
https://arxiv.org/abs/2503.04504v1
AUC
79.7%
Video Anomaly Detection
ShanghaiTech
PGM
https://arxiv.org/abs/2407.06000v2
AUC
61.28%
Video Anomaly Detection
ShanghaiTech
PGM
https://arxiv.org/abs/2407.06000v2
RBDC
45.4
Video Anomaly Detection
ShanghaiTech
PGM
https://arxiv.org/abs/2407.06000v2
TBDC
81.87
Video Anomaly Detection
CUHK Avenue
VideoPatchCore
https://arxiv.org/abs/2409.16225v5
AUC
92.8%
Video Anomaly Detection
CUHK Avenue
PGM
https://arxiv.org/abs/2407.06000v2
AUC
92.72%
Video Anomaly Detection
CUHK Avenue
PGM
https://arxiv.org/abs/2407.06000v2
RBDC
60.18
Video Anomaly Detection
CUHK Avenue
PGM
https://arxiv.org/abs/2407.06000v2
TBDC
72.09
Video Anomaly Detection
CUHK Avenue
VADMamba
https://arxiv.org/abs/2503.21169v1
AUC
91.5%
Video Anomaly Detection
CUHK Avenue
MAMA
https://ieeexplore.ieee.org/document/10462109
AUC
91.2%
Video Anomaly Detection
CUHK Avenue
HF2-VAD
https://arxiv.org/abs/2108.06852v1
AUC
91.1%
Video Anomaly Detection
CUHK Avenue
AnomalyRuler
https://arxiv.org/abs/2407.10299v2
AUC
89.7%
Video Anomaly Detection
CUHK Avenue
AnyAnomaly
https://arxiv.org/abs/2503.04504v1
AUC
87.3%
Video Anomaly Detection
UCSD Ped2
MULDE-object-centric-micro
https://arxiv.org/abs/2403.14497v1
AUC
99.7%
Video Anomaly Detection
UCSD Ped2
VADMamba
https://arxiv.org/abs/2503.21169v1
AUC
98.5%
Video Anomaly Detection
UCSD Ped2
AnomalyRuler
https://arxiv.org/abs/2407.10299v2
AUC
97.9%
Video Anomaly Detection
UBnormal
AnyAnomaly
https://arxiv.org/abs/2503.04504v1
AUC
74.5%
Video Anomaly Detection
UBnormal
MULDE-frame-centric-micro-one-class-classification
https://arxiv.org/abs/2403.14497v1
AUC
72.8%
Video Anomaly Detection
UBnormal
AnomalyRuler
https://arxiv.org/abs/2407.10299v2
AUC
71.9%
Video Anomaly Detection
UBnormal
TrajREC
https://arxiv.org/abs/2311.01851v1
AUC
68%
Video Anomaly Detection
HR-UBnormal
MoCoDAD
https://arxiv.org/abs/2307.07205v3
AUC
68.4
Video Anomaly Detection
HR-UBnormal
TrajREC
https://arxiv.org/abs/2311.01851v1
AUC
68.2
Video Anomaly Detection
HR-UBnormal
COSKAD-hyperbolic
https://arxiv.org/abs/2301.09489v5
AUC
65.5
Video Anomaly Detection
HR-UBnormal
COSKAD-euclidean
https://arxiv.org/abs/2301.09489v5
AUC
65.2
Video Anomaly Detection
HR-UBnormal
COSKAD-radial
https://arxiv.org/abs/2301.09489v5
AUC
63.4
Video Anomaly Detection
HR-UBnormal
MPED-RNN
http://arxiv.org/abs/1903.03295v2
AUC
61.2
Video Anomaly Detection
HR-UBnormal
GEPC
https://arxiv.org/abs/1912.11850v2
AUC
55.2
Video Anomaly Detection
HR-UBnormal
BiPOCO
https://arxiv.org/abs/2207.02281v1
AUC
52.3
Video Anomaly Detection
CHAD
PoseWatch-H
https://arxiv.org/abs/2408.15185v1
AUC
67.04
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
UBnormal
DDRO (SSALA)
https://ieeexplore.ieee.org/document/11036561
AUC-ROC
76.51
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
UBnormal
DDRO
https://ieeexplore.ieee.org/document/11036561
AUC-ROC
70.91
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
UBnormal
OCC-WS
https://arxiv.org/abs/2401.13551v2
AUC-ROC
67.42
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
UBnormal
RTFM
https://arxiv.org/abs/2101.10030v3
AUC-ROC
66.83
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
UBnormal
MIST
https://arxiv.org/abs/2104.01633v1
AUC-ROC
65.32
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
UBnormal
STPrompt
https://arxiv.org/abs/2408.05905v2
AUC-ROC
63.98
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
UBnormal
OPVAD
https://arxiv.org/abs/2311.07042v3
AUC-ROC
62.94
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
UBnormal
VadCLIP
https://arxiv.org/abs/2308.11681v3
AUC-ROC
62.32
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
UBnormal
AR-Net
https://arxiv.org/abs/2104.07268v1
AUC-ROC
62.30
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
UBnormal
DMU
https://arxiv.org/abs/2302.05160v1
AUC-ROC
59.91
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
UBnormal
MIL-Rank
http://arxiv.org/abs/1801.04264v3
AUC-ROC
54.12
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
DDRO
https://ieeexplore.ieee.org/document/11036561
AUC-ROC
97.91
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
DDRO
https://ieeexplore.ieee.org/document/11036561
FAR-Normal
0.04
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
DDRO (SSALA)
https://ieeexplore.ieee.org/document/11036561
AUC-ROC
97.86
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
DDRO (SSALA)
https://ieeexplore.ieee.org/document/11036561
FAR-Normal
0.03
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
STPrompt
https://arxiv.org/abs/2408.05905v2
AUC-ROC
97.81
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
CLAV-CoMo
http://openaccess.thecvf.com//content/CVPR2023/html/Cho_Look_Around_for_Anomalies_Weakly-Supervised_Anomaly_Detection_via_Context-Motion_Relational_CVPR_2023_paper.html
AUC-ROC
97.59
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
DMU
https://arxiv.org/abs/2302.05160v1
AUC-ROC
97.57
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
RTFM-BERT
https://arxiv.org/abs/2210.06688v2
AUC-ROC
97.54
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
VadCLIP
https://arxiv.org/abs/2308.11681v3
AUC-ROC
97.49
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
S3R
https://www.ecva.net/papers/eccv_2022/papers_ECCV/papers/136730727.pdf
AUC-ROC
97.48
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
RTFM
https://arxiv.org/abs/2101.10030v3
AUC-ROC
97.21
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
RTFM
https://arxiv.org/abs/2101.10030v3
FAR-Normal
1.06
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
OPVAD
https://arxiv.org/abs/2311.07042v3
AUC-ROC
96.98
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
UML
https://arxiv.org/abs/2303.12369v1
AUC-ROC
96.78
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
OCC-WS
https://arxiv.org/abs/2401.13551v2
AUC-ROC
96.33
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
BN-SVP
https://arxiv.org/abs/2203.12840v1
AUC-ROC
96.00
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
MIST
https://arxiv.org/abs/2104.01633v1
AUC-ROC
94.83
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
MIST
https://arxiv.org/abs/2104.01633v1
FAR-Normal
0.05
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
AR-Net
https://arxiv.org/abs/2104.07268v1
AUC-ROC
91.24
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
AR-Net
https://arxiv.org/abs/2104.07268v1
FAR-Normal
0.10
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
MIL-Rank
http://arxiv.org/abs/1801.04264v3
AUC-ROC
85.33
Video Anomaly Detection > Weakly-supervised Video Anomaly Detection
ShanghaiTech Weakly Supervised
MIL-Rank
http://arxiv.org/abs/1801.04264v3
FAR-Normal
0.15
Unified Image Restoration
GoPro
DA-RCOT
https://arxiv.org/abs/2411.01656v1
Average PSNR (dB)
28.68
Unified Image Restoration
Rain100L
DA-RCOT
https://arxiv.org/abs/2411.01656v1
Average PSNR (dB)
38.36
Unified Image Restoration
LOL
DA-RCOT
https://arxiv.org/abs/2411.01656v1
Average PSNR (dB)
23.25
Unified Image Restoration
RESIDE
DA-RCOT
https://arxiv.org/abs/2411.01656v1
Average PSNR (dB)
31.26
Unified Image Restoration
BSD68 sigma25
DA-RCOT
https://arxiv.org/abs/2411.01656v1
Average PSNR (dB)
31.23
Unified Image Restoration > Blind All-in-One Image Restoration
5-Degradations
ABAIR
https://arxiv.org/abs/2411.18412v1
Average PSNR
31.25
Unified Image Restoration > Blind All-in-One Image Restoration
5-Degradations
ABAIR
https://arxiv.org/abs/2411.18412v1
SSIM
0.921
Unified Image Restoration > Blind All-in-One Image Restoration
5-Degradations
MoCE-IR
https://arxiv.org/abs/2411.18466v1
Average PSNR
30.58
Unified Image Restoration > Blind All-in-One Image Restoration
5-Degradations
MoCE-IR
https://arxiv.org/abs/2411.18466v1
SSIM
0.919
Unified Image Restoration > Blind All-in-One Image Restoration
5-Degradations
DA-RCOT
https://arxiv.org/abs/2411.01656v1
Average PSNR
30.40
Unified Image Restoration > Blind All-in-One Image Restoration
5-Degradations
DA-RCOT
https://arxiv.org/abs/2411.01656v1
SSIM
0.911
Unified Image Restoration > Blind All-in-One Image Restoration
5-Degradations
DA-RCOT
https://arxiv.org/abs/2411.01656v1
LPIPS
0.064
Unified Image Restoration > Blind All-in-One Image Restoration
5-Degradations
HAIR
https://arxiv.org/abs/2408.08091v4
Average PSNR
30.37
Unified Image Restoration > Blind All-in-One Image Restoration
5-Degradations
HAIR
https://arxiv.org/abs/2408.08091v4
SSIM
0.914
Unified Image Restoration > Blind All-in-One Image Restoration
5-Degradations
DaAIR
https://arxiv.org/abs/2405.15475v2
Average PSNR
30.24
Unified Image Restoration > Blind All-in-One Image Restoration
5-Degradations
DaAIR
https://arxiv.org/abs/2405.15475v2
SSIM
0.910
Unified Image Restoration > Blind All-in-One Image Restoration
5-Degradations
AdaIR
https://arxiv.org/abs/2403.14614v1
Average PSNR
30.20