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9.22k
Video Understanding > Anomaly Detection In Surveillance Videos
UCF-Crime
Multiple-Instance-Based-Video-Anomaly-Detection-Using-Deep-Temporal-Encoding-Decoding
https://arxiv.org/abs/2007.01548v2
Decidability
-
Video Understanding > Anomaly Detection In Surveillance Videos
UCF-Crime
Multiple-Instance-Based-Video-Anomaly-Detection-Using-Deep-Temporal-Encoding-Decoding
https://arxiv.org/abs/2007.01548v2
EER
-
Video Understanding > Anomaly Detection In Surveillance Videos
UCF-Crime
MULDE-frame-centric-micro-one-class-classification
https://arxiv.org/abs/2403.14497v1
ROC AUC
78.5%
Video Understanding > Anomaly Detection In Surveillance Videos
UCF-Crime
MILR
https://arxiv.org/abs/2002.01132v1
ROC AUC
76.67
Video Understanding > Anomaly Detection In Surveillance Videos
UCF-Crime
MILR
https://arxiv.org/abs/2002.01132v1
Decidability
-
Video Understanding > Anomaly Detection In Surveillance Videos
UCF-Crime
MILR
https://arxiv.org/abs/2002.01132v1
EER
-
Video Understanding > Anomaly Detection In Surveillance Videos
UCF-Crime
GMM-based
https://www.researchgate.net/publication/350580836_Weakly_and_Partially_Supervised_Learning_Frameworks_for_Anomaly_Detection
ROC AUC
75.90
Video Understanding > Anomaly Detection In Surveillance Videos
UCF-Crime
GMM-based
https://www.researchgate.net/publication/350580836_Weakly_and_Partially_Supervised_Learning_Frameworks_for_Anomaly_Detection
Decidability
0.885
Video Understanding > Anomaly Detection In Surveillance Videos
UCF-Crime
GMM-based
https://www.researchgate.net/publication/350580836_Weakly_and_Partially_Supervised_Learning_Frameworks_for_Anomaly_Detection
EER
0.302
Video Understanding > Anomaly Detection In Surveillance Videos
UCF-Crime
Sultani et al.
http://arxiv.org/abs/1801.04264v3
ROC AUC
75.41
Video Understanding > Anomaly Detection In Surveillance Videos
UCF-Crime
Sultani et al.
http://arxiv.org/abs/1801.04264v3
Decidability
0.613
Video Understanding > Anomaly Detection In Surveillance Videos
UCF-Crime
Sultani et al.
http://arxiv.org/abs/1801.04264v3
EER
0.353
Video Understanding > Anomaly Detection In Surveillance Videos
UCF-Crime
DAKD (Weakly-supervised)
https://arxiv.org/abs/2406.02831v2
AUC
88.34
Video Understanding > Anomaly Detection In Surveillance Videos
ShanghaiTech
LMM_VAD
https://arxiv.org/abs/2110.15444v3
AUC
88.8
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
CFA-HLGAtt
https://arxiv.org/abs/2412.20455v1
AP
86.34
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
MAVD
https://arxiv.org/abs/2501.07496v1
AP
86.07
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
HyperVD
https://arxiv.org/abs/2305.18797v3
AP
85.67
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
DAKD
https://arxiv.org/abs/2406.02831v2
AP
85.61
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
PEL
https://arxiv.org/abs/2306.14451v2
AP
85.59
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
BN-WVAD
https://arxiv.org/abs/2311.15367v1
AP
84.93
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
MTFL (VST)
https://arxiv.org/abs/2410.05900v1
AP
84.57
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
MSBT
https://arxiv.org/abs/2405.05130v1
AP
84.32
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
CMA_LA
https://ieeexplore.ieee.org/document/9712793
AP
83.54
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
MACIL_SD
https://arxiv.org/abs/2207.05500v1
AP
83.4
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
S3R (without audio imformation)
https://www.ecva.net/papers/eccv_2022/papers_ECCV/papers/136730727.pdf
AP
80.26
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
MGFN
https://arxiv.org/abs/2211.15098v1
AP
80.11
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
MTFL (VST, finetuned on VADD)
https://arxiv.org/abs/2410.05900v1
AP
79.40
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
A Neural Network Containing Three Parallel Branches (holistic, localized, and score branch)
https://arxiv.org/abs/2007.04687v2
AP
78.64
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
RTFM
https://arxiv.org/abs/2101.10030v3
AP
77.81
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
Contrastive Attention for Video Anomaly Detection
null
AP
76.9
Video Understanding > Anomaly Detection In Surveillance Videos
XD-Violence
CSL_TAL
https://arxiv.org/abs/2208.05251v1
AP
71.68
Video Understanding > Anomaly Detection In Surveillance Videos
UCSD Peds2
Background-Agnostic Framework
https://arxiv.org/abs/2008.12328v5
AUC
98.7
Video Understanding > Anomaly Detection In Surveillance Videos
UCSD Peds2
RTFM
https://arxiv.org/abs/2101.10030v3
AUC
98.6
Video Understanding > Anomaly Detection In Surveillance Videos
UCSD Peds2
CL-VAD
https://arxiv.org/abs/2004.07941v1
AUC
97.8
Video Understanding > Anomaly Detection In Surveillance Videos
UCSD Peds2
SSMTL
https://arxiv.org/abs/2011.07491v3
AUC
97.5
Video Understanding > Anomaly Detection In Surveillance Videos
UCSD Peds2
FastAno
https://arxiv.org/abs/2106.08613v4
AUC
96.3
Video Understanding > Anomaly Detection In Surveillance Videos
UCSD Peds2
GCN-Anomaly
http://arxiv.org/abs/1903.07256v1
AUC
93.2
Video Understanding > Video Alignment
MSU Video Alignment and Retrieval Benchmark Suite
VQMT3D
https://ieeexplore.ieee.org/abstract/document/8478431
Accuracy w/ 3 frames error (Light)
0.3219
Video Understanding > Video Alignment
MSU Video Alignment and Retrieval Benchmark Suite
VQMT3D
https://ieeexplore.ieee.org/abstract/document/8478431
Accuracy w/ 3 frames error (Medium geometric)
0.2625
Video Understanding > Video Alignment
MSU Video Alignment and Retrieval Benchmark Suite
VQMT3D
https://ieeexplore.ieee.org/abstract/document/8478431
Accuracy w/ 3 frames error (Medium color)
0.3255
Video Understanding > Video Alignment
MSU Video Alignment and Retrieval Benchmark Suite
VQMT3D
https://ieeexplore.ieee.org/abstract/document/8478431
Accuracy w/ 3 frames error (Hard)
0
Video Understanding > Video Alignment
MSU Video Alignment and Retrieval Benchmark Suite
VQMT
null
Accuracy w/ 3 frames error (Light)
0.275
Video Understanding > Video Alignment
MSU Video Alignment and Retrieval Benchmark Suite
VQMT
null
Accuracy w/ 3 frames error (Medium geometric)
0.2661
Video Understanding > Video Alignment
MSU Video Alignment and Retrieval Benchmark Suite
VQMT
null
Accuracy w/ 3 frames error (Medium color)
0.3041
Video Understanding > Video Alignment
MSU Video Alignment and Retrieval Benchmark Suite
VQMT
null
Accuracy w/ 3 frames error (Hard)
0.2982
Video Understanding > Video Alignment
MSU Video Alignment and Retrieval Benchmark Suite
VideoIndexer
https://videoprocessing.ai/other/film-comparison.html
Accuracy w/ 3 frames error (Light)
0.0893
Video Understanding > Video Alignment
MSU Video Alignment and Retrieval Benchmark Suite
VideoIndexer
https://videoprocessing.ai/other/film-comparison.html
Accuracy w/ 3 frames error (Medium geometric)
0.0571
Video Understanding > Video Alignment
MSU Video Alignment and Retrieval Benchmark Suite
VideoIndexer
https://videoprocessing.ai/other/film-comparison.html
Accuracy w/ 3 frames error (Medium color)
0.0643
Video Understanding > Video Alignment
MSU Video Alignment and Retrieval Benchmark Suite
VideoIndexer
https://videoprocessing.ai/other/film-comparison.html
Accuracy w/ 3 frames error (Hard)
0.0714
Video Understanding > Video Alignment
MSU Video Alignment and Retrieval Benchmark Suite
TMK
http://openaccess.thecvf.com/content_cvpr_2018/html/Baraldi_LAMV_Learning_to_CVPR_2018_paper.html
Accuracy w/ 3 frames error (Light)
0.0571
Video Understanding > Video Alignment
MSU Video Alignment and Retrieval Benchmark Suite
TMK
http://openaccess.thecvf.com/content_cvpr_2018/html/Baraldi_LAMV_Learning_to_CVPR_2018_paper.html
Accuracy w/ 3 frames error (Medium geometric)
0.0446
Video Understanding > Video Alignment
MSU Video Alignment and Retrieval Benchmark Suite
TMK
http://openaccess.thecvf.com/content_cvpr_2018/html/Baraldi_LAMV_Learning_to_CVPR_2018_paper.html
Accuracy w/ 3 frames error (Medium color)
0.0607
Video Understanding > Video Alignment
MSU Video Alignment and Retrieval Benchmark Suite
TMK
http://openaccess.thecvf.com/content_cvpr_2018/html/Baraldi_LAMV_Learning_to_CVPR_2018_paper.html
Accuracy w/ 3 frames error (Hard)
0.0554
Video Understanding > Video Alignment
UPenn Action
TCC + TCN
http://arxiv.org/abs/1904.07846v1
Kendall's Tau
0.7672
Video Understanding > Video Alignment
UPenn Action
Pr-VIPE
https://arxiv.org/abs/1912.01001v4
Kendall's Tau
0.7476
Video Understanding > Video Alignment
UPenn Action
TCN
http://arxiv.org/abs/1704.06888v3
Kendall's Tau
0.7353
Video Understanding > Video Alignment
UPenn Action
TCC + SaL
http://arxiv.org/abs/1904.07846v1
Kendall's Tau
0.7286
Video Understanding > Temporal Sentence Grounding
Ego4D-Goalstep
DeCafNet-100%
https://arxiv.org/abs/2505.16376v1
R@1,IoU=0.3
23.20
Video Understanding > Temporal Sentence Grounding
Ego4D-Goalstep
DeCafNet-100%
https://arxiv.org/abs/2505.16376v1
R@1,IoU=0.5
19.40
Video Understanding > Temporal Sentence Grounding
Ego4D-Goalstep
DeCafNet-100%
https://arxiv.org/abs/2505.16376v1
R@5,IoU=0.3
51.38
Video Understanding > Temporal Sentence Grounding
Ego4D-Goalstep
DeCafNet-100%
https://arxiv.org/abs/2505.16376v1
R@5,IoU=0.5
44.17
Video Understanding > Temporal Sentence Grounding
Ego4D-Goalstep
DeCafNet-50%
https://arxiv.org/abs/2505.16376v1
R@1,IoU=0.3
21.29
Video Understanding > Temporal Sentence Grounding
Ego4D-Goalstep
DeCafNet-50%
https://arxiv.org/abs/2505.16376v1
R@1,IoU=0.5
17.46
Video Understanding > Temporal Sentence Grounding
Ego4D-Goalstep
DeCafNet-50%
https://arxiv.org/abs/2505.16376v1
R@5,IoU=0.3
47.27
Video Understanding > Temporal Sentence Grounding
Ego4D-Goalstep
DeCafNet-50%
https://arxiv.org/abs/2505.16376v1
R@5,IoU=0.5
40.40
Video Understanding > Temporal Sentence Grounding
Ego4D-Goalstep
VSLNet
https://arxiv.org/abs/2004.13931v2
R@1,IoU=0.3
11.70
Video Understanding > Temporal Sentence Grounding
Charades-STA
DeCafNet
https://arxiv.org/abs/2505.16376v1
R1@0.5
68.79
Video Understanding > Temporal Sentence Grounding
Charades-STA
DeCafNet
https://arxiv.org/abs/2505.16376v1
R1@0.7
47.55
Video Understanding > Temporal Sentence Grounding
Charades-STA
DeCafNet
https://arxiv.org/abs/2505.16376v1
R5@0.7
72.96
Video Understanding > Temporal Sentence Grounding
Charades-STA
DeCafNet
https://arxiv.org/abs/2505.16376v1
R5@0.5
91.53
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Full, MViT-Charades-Pretrain-feature, MMN model)
https://arxiv.org/abs/2311.17118v2
R1@0.5
62.4
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Full, MViT-Charades-Pretrain-feature, MMN model)
https://arxiv.org/abs/2311.17118v2
R1@0.7
38.6
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Full, MViT-Charades-Pretrain-feature, MMN model)
https://arxiv.org/abs/2311.17118v2
R5@0.7
66.4
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Full, MViT-Charades-Pretrain-feature, MMN model)
https://arxiv.org/abs/2311.17118v2
R5@0.5
89.4
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Full, I3D-Charades-Pretrain-feature, MMN model)
https://arxiv.org/abs/2311.17118v2
R1@0.5
56.7
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Full, I3D-Charades-Pretrain-feature, MMN model)
https://arxiv.org/abs/2311.17118v2
R1@0.7
35.6
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Full, I3D-Charades-Pretrain-feature, MMN model)
https://arxiv.org/abs/2311.17118v2
R5@0.7
65.0
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Full, I3D-Charades-Pretrain-feature, MMN model)
https://arxiv.org/abs/2311.17118v2
R5@0.5
87.9
Video Understanding > Temporal Sentence Grounding
Charades-STA
MMN (Full, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2109.04872v2
R1@0.5
55.2
Video Understanding > Temporal Sentence Grounding
Charades-STA
MMN (Full, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2109.04872v2
R1@0.7
32.2
Video Understanding > Temporal Sentence Grounding
Charades-STA
MMN (Full, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2109.04872v2
R5@0.7
62.7
Video Understanding > Temporal Sentence Grounding
Charades-STA
MMN (Full, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2109.04872v2
R5@0.5
88.3
Video Understanding > Temporal Sentence Grounding
Charades-STA
MMN (Full, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2109.04872v2
R1@0.5
49.4
Video Understanding > Temporal Sentence Grounding
Charades-STA
MMN (Full, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2109.04872v2
R1@0.7
29.8
Video Understanding > Temporal Sentence Grounding
Charades-STA
MMN (Full, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2109.04872v2
R5@0.7
60.5
Video Understanding > Temporal Sentence Grounding
Charades-STA
MMN (Full, I3D-K400-Pretrain-feature, evaluated by AdaFocus)
https://arxiv.org/abs/2109.04872v2
R5@0.5
85.8
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Weak, MViT-Charades-Pretrain-feature, CPL model)
https://arxiv.org/abs/2311.17118v2
R1@0.5
51.7
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Weak, MViT-Charades-Pretrain-feature, CPL model)
https://arxiv.org/abs/2311.17118v2
R1@0.7
23.2
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Weak, MViT-Charades-Pretrain-feature, CPL model)
https://arxiv.org/abs/2311.17118v2
R5@0.7
52.6
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Weak, MViT-Charades-Pretrain-feature, CPL model)
https://arxiv.org/abs/2311.17118v2
R5@0.5
85.2
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Weak, I3D-Charades-Pretrain-feature, CPL model)
https://arxiv.org/abs/2311.17118v2
R1@0.5
49.1
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Weak, I3D-Charades-Pretrain-feature, CPL model)
https://arxiv.org/abs/2311.17118v2
R1@0.7
22.4
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Weak, I3D-Charades-Pretrain-feature, CPL model)
https://arxiv.org/abs/2311.17118v2
R5@0.7
51.8
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Weak, I3D-Charades-Pretrain-feature, CPL model)
https://arxiv.org/abs/2311.17118v2
R5@0.5
84.2
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Semi-weak, MViT-Charades-Pretrain-feature, D3G model)
https://arxiv.org/abs/2311.17118v2
R1@0.5
50.1
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Semi-weak, MViT-Charades-Pretrain-feature, D3G model)
https://arxiv.org/abs/2311.17118v2
R1@0.7
21.8
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Semi-weak, MViT-Charades-Pretrain-feature, D3G model)
https://arxiv.org/abs/2311.17118v2
R5@0.7
54.6
Video Understanding > Temporal Sentence Grounding
Charades-STA
AdaFocus (Semi-weak, MViT-Charades-Pretrain-feature, D3G model)
https://arxiv.org/abs/2311.17118v2
R5@0.5
86.1
Video Understanding > Temporal Sentence Grounding
Charades-STA
CPL (Weak, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
http://openaccess.thecvf.com//content/CVPR2022/html/Zheng_Weakly_Supervised_Temporal_Sentence_Grounding_With_Gaussian-Based_Contrastive_Proposal_Learning_CVPR_2022_paper.html
R1@0.5
47.8
Video Understanding > Temporal Sentence Grounding
Charades-STA
CPL (Weak, MViT-K400-Pretrain-feature, evaluated by AdaFocus)
http://openaccess.thecvf.com//content/CVPR2022/html/Zheng_Weakly_Supervised_Temporal_Sentence_Grounding_With_Gaussian-Based_Contrastive_Proposal_Learning_CVPR_2022_paper.html
R1@0.7
21.8