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Models/PEL

PEL

Reported on 11 benchmarks across 5 tasks · 1 paper · 3 SOTA

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

Computer Vision8 results

Video UnderstandingonShanghaiTech Weakly Supervised
AUC-ROC· 2023-06-26
98.14
SOTA
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection arXiv:2306.14451
VideoonShanghaiTech Weakly Supervised
AUC-ROC· 2023-06-26
98.14
SOTA
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection arXiv:2306.14451
Video UnderstandingonUCF-Crime
ROC AUC· 2023-06-26
86.76
best: 91.34 (STEAD-Base)
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection arXiv:2306.14451
Video UnderstandingonXD-Violence
AP· 2023-06-26
85.59
best: 86.34 (CFA-HLGAtt)
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection arXiv:2306.14451
VideoonUCF-Crime
ROC AUC· 2023-06-26
86.76
best: 91.34 (STEAD-Base)
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection arXiv:2306.14451
VideoonXD-Violence
AP· 2023-06-26
85.59
best: 86.34 (CFA-HLGAtt)
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection arXiv:2306.14451
Image Quality AssessmentonKADID10K
SRCC
0.8762
best: 0.8853 (MDSI)
Full reference image quality assessmentonKADID10K
SRCC
0.8762
best: 0.8853 (MDSI)

Methodology3 results

Anomaly DetectiononShanghaiTech Weakly Supervised
AUC-ROC· 2023-06-26
98.14
SOTA
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection arXiv:2306.14451
Anomaly DetectiononUCF-Crime
ROC AUC· 2023-06-26
86.76
best: 91.34 (STEAD-Base)
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection arXiv:2306.14451
Anomaly DetectiononXD-Violence
AP· 2023-06-26
85.59
best: 86.34 (CFA-HLGAtt)
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection arXiv:2306.14451