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Models/YOLO

YOLO

Reported on 16 benchmarks across 6 tasks · 2 papers · 11 SOTA

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

Methodology12 results

  • 3DonPASCAL VOC 2012
    MAP· 2015-06-08
    57.9
    best: 97.2 (InternImage-H)
    SOTA
    You Only Look Once: Unified, Real-Time Object DetectionarXiv:1506.02640
  • 3DonPASCAL VOC 2007
    FPS· 2015-06-08
    46
    SOTA
    You Only Look Once: Unified, Real-Time Object DetectionarXiv:1506.02640
  • 2D ClassificationonPASCAL VOC 2012
    MAP· 2015-06-08
    57.9
    best: 97.2 (InternImage-H)
    SOTA
    You Only Look Once: Unified, Real-Time Object DetectionarXiv:1506.02640
  • 2D ClassificationonPASCAL VOC 2007
    FPS· 2015-06-08
    46
    SOTA
    You Only Look Once: Unified, Real-Time Object DetectionarXiv:1506.02640
  • 2D Object DetectiononPASCAL VOC 2012
    MAP· 2015-06-08
    57.9
    best: 97.2 (InternImage-H)
    SOTA
    You Only Look Once: Unified, Real-Time Object DetectionarXiv:1506.02640
  • 2D Object DetectiononPASCAL VOC 2007
    FPS· 2015-06-08
    46
    SOTA
    You Only Look Once: Unified, Real-Time Object DetectionarXiv:1506.02640
  • 16konPASCAL VOC 2012
    MAP· 2015-06-08
    57.9
    best: 97.2 (InternImage-H)
    SOTA
    You Only Look Once: Unified, Real-Time Object DetectionarXiv:1506.02640
  • 16konPASCAL VOC 2007
    FPS· 2015-06-08
    46
    SOTA
    You Only Look Once: Unified, Real-Time Object DetectionarXiv:1506.02640
  • 3DonSHEL5K
    Average mAP
    0.8828
  • 2D ClassificationonSHEL5K
    Average mAP
    0.8828
  • 2D Object DetectiononSHEL5K
    Average mAP
    0.8828
  • 16konSHEL5K
    Average mAP
    0.8828

Computer Vision3 results

  • Object DetectiononPASCAL VOC 2012
    MAP· 2015-06-08
    57.9
    best: 97.2 (InternImage-H)
    SOTA
    You Only Look Once: Unified, Real-Time Object DetectionarXiv:1506.02640
  • Object DetectiononPASCAL VOC 2007
    FPS· 2015-06-08
    46
    SOTA
    You Only Look Once: Unified, Real-Time Object DetectionarXiv:1506.02640
  • Object DetectiononSHEL5K
    Average mAP
    0.8828

Audio1 result

  • Sound Source Localizationon^(#$!@#$)(()))******
    0..5sec· 2021-03-05
    21
    SOTA
    ODAS: Open embeddeD Audition SystemarXiv:2103.03954