Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/Sultani et al.

Sultani et al.

Reported on 18 benchmarks across 5 tasks · 1 paper · 15 SOTA

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

Computer Vision15 results

Video UnderstandingonUCF-Crime
Decidability· 2018-01-12
0.613
best: 0.885 (GMM-based)
SOTA
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Video UnderstandingonUCF-Crime
EER· 2018-01-12
0.353
SOTA
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Video UnderstandingonUCF-Crime
ROC AUC· 2018-01-12
75.41
best: 91.34 (STEAD-Base)
SOTA
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
VideoonUCF-Crime
Decidability· 2018-01-12
0.613
best: 0.885 (GMM-based)
SOTA
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
VideoonUCF-Crime
EER· 2018-01-12
0.353
SOTA
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
VideoonUCF-Crime
ROC AUC· 2018-01-12
75.41
best: 91.34 (STEAD-Base)
SOTA
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Abnormal Event Detection In VideoonUBI-Fights
AUC· 2018-01-12
0.892
best: 0.906 (GMM)
SOTA
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Abnormal Event Detection In VideoonUBI-Fights
Decidability· 2018-01-12
0.804
best: 1.386 (GMM)
SOTA
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Semi-supervised Anomaly DetectiononUBI-Fights
AUC· 2018-01-12
0.787
best: 0.846 (SS-Model + WS-Model + Sultani et al.)
SOTA
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Semi-supervised Anomaly DetectiononUBI-Fights
Decidability· 2018-01-12
0.738
best: 1.108 (SS-Model + WS-Model + Sultani et al.)
SOTA
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Abnormal Event Detection In VideoonUBI-Fights
EER· 2018-01-12
0.186
best: 0.484 (Adversarial Generator)
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Abnormal Event Detection In VideoonUBI-Fights
AUC· 2018-01-12
0.787
best: 0.906 (GMM)
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Abnormal Event Detection In VideoonUBI-Fights
Decidability· 2018-01-12
0.738
best: 1.386 (GMM)
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Abnormal Event Detection In VideoonUBI-Fights
EER· 2018-01-12
0.294
best: 0.484 (Adversarial Generator)
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Semi-supervised Anomaly DetectiononUBI-Fights
EER· 2018-01-12
0.294
best: 0.484 (Adversarial Generator)
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264

Methodology9 results

Anomaly DetectiononUCF-Crime
Decidability· 2018-01-12
0.613
best: 0.885 (GMM-based)
SOTA
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Anomaly DetectiononUCF-Crime
EER· 2018-01-12
0.353
SOTA
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Anomaly DetectiononUCF-Crime
ROC AUC· 2018-01-12
75.41
best: 91.34 (STEAD-Base)
SOTA
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Anomaly DetectiononUBI-Fights
AUC· 2018-01-12
0.892
best: 0.906 (GMM)
SOTA
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Anomaly DetectiononUBI-Fights
Decidability· 2018-01-12
0.804
best: 1.386 (GMM)
SOTA
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Anomaly DetectiononUBI-Fights
EER· 2018-01-12
0.186
best: 0.484 (Adversarial Generator)
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Anomaly DetectiononUBI-Fights
AUC· 2018-01-12
0.787
best: 0.906 (GMM)
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Anomaly DetectiononUBI-Fights
Decidability· 2018-01-12
0.738
best: 1.386 (GMM)
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264
Anomaly DetectiononUBI-Fights
EER· 2018-01-12
0.294
best: 0.484 (Adversarial Generator)
Real-world Anomaly Detection in Surveillance Videos arXiv:1801.04264