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Models/RTFM

RTFM

Reported on 20 benchmarks across 5 tasks · 1 paper · 8 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision14 results

3D Anomaly DetectiononUBnormal
AUC-ROC· 2021-01-25
66.83
best: 76.51 (DDRO (SSALA))
SOTA
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
3D Anomaly DetectiononShanghaiTech Weakly Supervised
AUC-ROC· 2021-01-25
97.21
best: 97.91 (DDRO)
SOTA
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
3D Anomaly DetectiononShanghaiTech Weakly Supervised
FAR-Normal· 2021-01-25
1.06
SOTA
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
Video Anomaly DetectiononUBnormal
AUC-ROC· 2021-01-25
66.83
best: 76.51 (DDRO (SSALA))
SOTA
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
Video Anomaly DetectiononShanghaiTech Weakly Supervised
AUC-ROC· 2021-01-25
97.21
best: 97.91 (DDRO)
SOTA
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
Video Anomaly DetectiononShanghaiTech Weakly Supervised
FAR-Normal· 2021-01-25
1.06
SOTA
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
Video UnderstandingonShanghaiTech Weakly Supervised
AUC-ROC· 2021-01-25
97.21
best: 98.14 (PEL)
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
Video UnderstandingonUCF-Crime
ROC AUC· 2021-01-25
84.03
best: 91.34 (STEAD-Base)
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
Video UnderstandingonXD-Violence
AP· 2021-01-25
77.81
best: 86.34 (CFA-HLGAtt)
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
Video UnderstandingonUCSD Peds2
AUC· 2021-01-25
98.6
best: 98.7 (Background-Agnostic Framework)
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
VideoonShanghaiTech Weakly Supervised
AUC-ROC· 2021-01-25
97.21
best: 98.14 (PEL)
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
VideoonUCF-Crime
ROC AUC· 2021-01-25
84.03
best: 91.34 (STEAD-Base)
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
VideoonXD-Violence
AP· 2021-01-25
77.81
best: 86.34 (CFA-HLGAtt)
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
VideoonUCSD Peds2
AUC· 2021-01-25
98.6
best: 98.7 (Background-Agnostic Framework)
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030

Methodology7 results

Anomaly DetectiononUBnormal
AUC-ROC· 2021-01-25
66.83
best: 76.51 (DDRO (SSALA))
SOTA
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
Anomaly DetectiononShanghaiTech Weakly Supervised
FAR-Normal· 2021-01-25
1.06
SOTA
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
Anomaly DetectiononShanghaiTech Weakly Supervised
AUC-ROC· 2021-01-25
97.21
best: 98.14 (PEL)
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
Anomaly DetectiononUCF-Crime
ROC AUC· 2021-01-25
84.03
best: 91.34 (STEAD-Base)
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
Anomaly DetectiononXD-Violence
AP· 2021-01-25
77.81
best: 86.34 (CFA-HLGAtt)
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
Anomaly DetectiononUCSD Peds2
AUC· 2021-01-25
98.6
best: 98.7 (Background-Agnostic Framework)
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030
Anomaly DetectiononShanghaiTech Weakly Supervised
AUC-ROC· 2021-01-25
97.21
best: 98.14 (PEL)
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning arXiv:2101.10030