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Models/Consistent-Teacher

Consistent-Teacher

Reported on 8 benchmarks across 2 tasks · 1 paper · 8 SOTA

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

Computer Vision4 results

  • Semi-Supervised Object DetectiononCOCO 100% labeled data
    mAP· uses extra data· 2022-09-04
    48.2
    best: 55.2 (MixPL)
    SOTA
    Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object DetectionarXiv:2209.01589
  • Semi-Supervised Object DetectiononCOCO 10% labeled data
    mAP· 2022-09-04
    40
    best: 44.6 (MixPL)
    SOTA
    Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object DetectionarXiv:2209.01589
  • Semi-Supervised Object DetectiononCOCO 2% labeled data
    mAP· 2022-09-04
    30.7
    best: 34.7 (MixPL)
    SOTA
    Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object DetectionarXiv:2209.01589
  • Semi-Supervised Object DetectiononCOCO 1% labeled data
    mAP· 2022-09-04
    25.5
    best: 31.7 (MixPL)
    SOTA
    Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object DetectionarXiv:2209.01589

Methodology4 results

  • 2D Object DetectiononCOCO 100% labeled data
    mAP· uses extra data· 2022-09-04
    48.2
    best: 55.2 (MixPL)
    SOTA
    Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object DetectionarXiv:2209.01589
  • 2D Object DetectiononCOCO 10% labeled data
    mAP· 2022-09-04
    40
    best: 44.6 (MixPL)
    SOTA
    Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object DetectionarXiv:2209.01589
  • 2D Object DetectiononCOCO 2% labeled data
    mAP· 2022-09-04
    30.7
    best: 34.7 (MixPL)
    SOTA
    Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object DetectionarXiv:2209.01589
  • 2D Object DetectiononCOCO 1% labeled data
    mAP· 2022-09-04
    25.5
    best: 31.7 (MixPL)
    SOTA
    Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object DetectionarXiv:2209.01589