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Models/EfficientDet-D2

EfficientDet-D2

Reported on 40 benchmarks across 5 tasks · 2 papers · 25 SOTA

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

Methodology32 results

  • 3DonExtended TACO-7
    mAP50· 2021-05-12
    16.2
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 3DonMJU-Waste
    AP50· 2021-05-12
    97.9
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 3DonDrinking Waste Classification
    AP50· 2021-05-12
    99.4
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 3DonUAVVaste
    AP50· 2021-05-12
    74.1
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 3DonExtended TACO-1
    AP50· 2021-05-12
    56.8
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 2D ClassificationonExtended TACO-7
    mAP50· 2021-05-12
    16.2
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 2D ClassificationonMJU-Waste
    AP50· 2021-05-12
    97.9
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 2D ClassificationonDrinking Waste Classification
    AP50· 2021-05-12
    99.4
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 2D ClassificationonUAVVaste
    AP50· 2021-05-12
    74.1
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 2D ClassificationonExtended TACO-1
    AP50· 2021-05-12
    56.8
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 2D Object DetectiononExtended TACO-7
    mAP50· 2021-05-12
    16.2
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 2D Object DetectiononMJU-Waste
    AP50· 2021-05-12
    97.9
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 2D Object DetectiononDrinking Waste Classification
    AP50· 2021-05-12
    99.4
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 2D Object DetectiononUAVVaste
    AP50· 2021-05-12
    74.1
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 2D Object DetectiononExtended TACO-1
    AP50· 2021-05-12
    56.8
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 16konExtended TACO-7
    mAP50· 2021-05-12
    16.2
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 16konMJU-Waste
    AP50· 2021-05-12
    97.9
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 16konDrinking Waste Classification
    AP50· 2021-05-12
    99.4
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 16konUAVVaste
    AP50· 2021-05-12
    74.1
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 16konExtended TACO-1
    AP50· 2021-05-12
    56.8
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • 3DonNAO
    mAP· 2021-11-07
    12.8
    best: 15.2 (Mask RCNN R50)
    Natural Adversarial ObjectsarXiv:2111.04204
  • 3DonNAO
    mAP w/o OOD· 2021-11-07
    25.4
    best: 29.6 (EfficientDet-D4)
    Natural Adversarial ObjectsarXiv:2111.04204
  • 3DonNAO
    mAR· 2021-11-07
    40.2
    best: 43.8 (Mask RCNN R50)
    Natural Adversarial ObjectsarXiv:2111.04204
  • 2D ClassificationonNAO
    mAP· 2021-11-07
    12.8
    best: 15.2 (Mask RCNN R50)
    Natural Adversarial ObjectsarXiv:2111.04204
  • 2D ClassificationonNAO
    mAP w/o OOD· 2021-11-07
    25.4
    best: 29.6 (EfficientDet-D4)
    Natural Adversarial ObjectsarXiv:2111.04204
  • 2D ClassificationonNAO
    mAR· 2021-11-07
    40.2
    best: 43.8 (Mask RCNN R50)
    Natural Adversarial ObjectsarXiv:2111.04204
  • 2D Object DetectiononNAO
    mAP· 2021-11-07
    12.8
    best: 15.2 (Mask RCNN R50)
    Natural Adversarial ObjectsarXiv:2111.04204
  • 2D Object DetectiononNAO
    mAP w/o OOD· 2021-11-07
    25.4
    best: 29.6 (EfficientDet-D4)
    Natural Adversarial ObjectsarXiv:2111.04204
  • 2D Object DetectiononNAO
    mAR· 2021-11-07
    40.2
    best: 43.8 (Mask RCNN R50)
    Natural Adversarial ObjectsarXiv:2111.04204
  • 16konNAO
    mAP· 2021-11-07
    12.8
    best: 15.2 (Mask RCNN R50)
    Natural Adversarial ObjectsarXiv:2111.04204
  • 16konNAO
    mAP w/o OOD· 2021-11-07
    25.4
    best: 29.6 (EfficientDet-D4)
    Natural Adversarial ObjectsarXiv:2111.04204
  • 16konNAO
    mAR· 2021-11-07
    40.2
    best: 43.8 (Mask RCNN R50)
    Natural Adversarial ObjectsarXiv:2111.04204

Computer Vision8 results

  • Object DetectiononExtended TACO-7
    mAP50· 2021-05-12
    16.2
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • Object DetectiononMJU-Waste
    AP50· 2021-05-12
    97.9
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • Object DetectiononDrinking Waste Classification
    AP50· 2021-05-12
    99.4
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • Object DetectiononUAVVaste
    AP50· 2021-05-12
    74.1
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • Object DetectiononExtended TACO-1
    AP50· 2021-05-12
    56.8
    SOTA
    Waste detection in Pomerania: non-profit project for detecting waste in environmentarXiv:2105.06808
  • Object DetectiononNAO
    mAP· 2021-11-07
    12.8
    best: 15.2 (Mask RCNN R50)
    Natural Adversarial ObjectsarXiv:2111.04204
  • Object DetectiononNAO
    mAP w/o OOD· 2021-11-07
    25.4
    best: 29.6 (EfficientDet-D4)
    Natural Adversarial ObjectsarXiv:2111.04204
  • Object DetectiononNAO
    mAR· 2021-11-07
    40.2
    best: 43.8 (Mask RCNN R50)
    Natural Adversarial ObjectsarXiv:2111.04204