TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

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

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

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

Models/Background-Agnostic Framework

Background-Agnostic Framework

Reported on 8 benchmarks across 3 tasks · 1 paper · 6 SOTA

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

Methodology7 results

  • Anomaly DetectiononUCSD Peds2
    AUC· 2020-08-27
    98.7
    SOTA
    A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in VideoarXiv:2008.12328
  • Anomaly DetectiononCUHK Avenue
    RBDC· uses extra data· 2020-08-27
    65.05
    best: 68.2 (EVAL)
    SOTA
    A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in VideoarXiv:2008.12328
  • Anomaly DetectiononUBnormal
    RBDC· 2020-08-27
    25.43
    best: 25.63 (SSMTL++v1)
    SOTA
    A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in VideoarXiv:2008.12328
  • Anomaly DetectiononUBnormal
    TBDC· 2020-08-27
    56.27
    best: 63.53 (SSMTL++v1)
    SOTA
    A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in VideoarXiv:2008.12328
  • Anomaly DetectiononCUHK Avenue
    FPS· uses extra data· 2020-08-27
    25
    best: 1670 (SD-MAE)
    A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in VideoarXiv:2008.12328
  • Anomaly DetectiononCUHK Avenue
    TBDC· uses extra data· 2020-08-27
    66.85
    best: 89.28 (HF2VAD+SSPCAB)
    A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in VideoarXiv:2008.12328
  • Anomaly DetectiononUCSD Peds2
    AUC· 2020-08-27
    98.7
    A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in VideoarXiv:2008.12328

Computer Vision2 results

  • Video UnderstandingonUCSD Peds2
    AUC· 2020-08-27
    98.7
    SOTA
    A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in VideoarXiv:2008.12328
  • VideoonUCSD Peds2
    AUC· 2020-08-27
    98.7
    SOTA
    A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in VideoarXiv:2008.12328