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Models/RCNet-101

RCNet-101

Reported on 27 benchmarks across 6 tasks · 1 paper · 5 SOTA

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

Methodology20 results

  • Continual LearningonADE20K
    Mean IoU (test) · 2022-03-10
    32.1
    best: 44.5 (MBS)
    SOTA
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class Incremental LearningonADE20K
    Mean IoU (test) · 2022-03-10
    32.1
    best: 44.5 (MBS)
    SOTA
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Continual LearningonPASCAL VOC 2012
    mIoU· 2022-03-10
    34.3
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Continual LearningonPASCAL VOC 2012
    Mean IoU (val)· 2022-03-10
    72.4
    best: 82.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Continual LearningonPASCAL VOC 2012
    mIoU· 2022-03-10
    59.4
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Continual LearningonPASCAL VOC 2012
    mIoU· 2022-03-10
    54.7
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Continual LearningonPASCAL VOC 2012
    Mean IoU· 2022-03-10
    67.3
    best: 79 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Continual LearningonADE20K
    mIoU· 2022-03-10
    29.6
    best: 45.7 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Continual LearningonPASCAL VOC 2012
    mIoU· 2022-03-10
    18.2
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Continual LearningonADE20K
    mIoU· 2022-03-10
    34.5
    best: 45.7 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Continual LearningonADE20K
    mIoU· 2022-03-10
    32.5
    best: 45.7 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class Incremental LearningonPASCAL VOC 2012
    mIoU· 2022-03-10
    34.3
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class Incremental LearningonPASCAL VOC 2012
    Mean IoU (val)· 2022-03-10
    72.4
    best: 82.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class Incremental LearningonPASCAL VOC 2012
    mIoU· 2022-03-10
    59.4
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class Incremental LearningonPASCAL VOC 2012
    mIoU· 2022-03-10
    54.7
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class Incremental LearningonPASCAL VOC 2012
    Mean IoU· 2022-03-10
    67.3
    best: 79 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class Incremental LearningonADE20K
    mIoU· 2022-03-10
    29.6
    best: 45.7 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class Incremental LearningonPASCAL VOC 2012
    mIoU· 2022-03-10
    18.2
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class Incremental LearningonADE20K
    mIoU· 2022-03-10
    34.5
    best: 45.7 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class Incremental LearningonADE20K
    mIoU· 2022-03-10
    32.5
    best: 45.7 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402

Audio14 results

  • 10-shot image generationonADE20K
    Mean IoU (test) · 2022-03-10
    32.1
    best: 44.5 (MBS)
    SOTA
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • 2D Semantic SegmentationonPASCAL VOC 2012
    mIoU· 2022-03-10
    59.4
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • 2D Semantic SegmentationonPASCAL VOC 2012
    mIoU· 2022-03-10
    54.7
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • 2D Semantic SegmentationonPASCAL VOC 2012
    Mean IoU· 2022-03-10
    67.3
    best: 79 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • 2D Semantic SegmentationonPASCAL VOC 2012
    mIoU· 2022-03-10
    18.2
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • 10-shot image generationonPASCAL VOC 2012
    mIoU· 2022-03-10
    34.3
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • 10-shot image generationonPASCAL VOC 2012
    Mean IoU (val)· 2022-03-10
    72.4
    best: 82.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • 10-shot image generationonPASCAL VOC 2012
    mIoU· 2022-03-10
    59.4
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • 10-shot image generationonPASCAL VOC 2012
    mIoU· 2022-03-10
    54.7
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • 10-shot image generationonPASCAL VOC 2012
    Mean IoU· 2022-03-10
    67.3
    best: 79 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • 10-shot image generationonADE20K
    mIoU· 2022-03-10
    29.6
    best: 45.7 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • 10-shot image generationonPASCAL VOC 2012
    mIoU· 2022-03-10
    18.2
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • 10-shot image generationonADE20K
    mIoU· 2022-03-10
    34.5
    best: 45.7 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • 10-shot image generationonADE20K
    mIoU· 2022-03-10
    32.5
    best: 45.7 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402

Medical10 results

  • Semantic SegmentationonADE20K
    Mean IoU (test) · 2022-03-10
    32.1
    best: 44.5 (MBS)
    SOTA
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Semantic SegmentationonPASCAL VOC 2012
    mIoU· 2022-03-10
    34.3
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Semantic SegmentationonPASCAL VOC 2012
    Mean IoU (val)· 2022-03-10
    72.4
    best: 82.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Semantic SegmentationonPASCAL VOC 2012
    mIoU· 2022-03-10
    59.4
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Semantic SegmentationonPASCAL VOC 2012
    mIoU· 2022-03-10
    54.7
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Semantic SegmentationonPASCAL VOC 2012
    Mean IoU· 2022-03-10
    67.3
    best: 79 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Semantic SegmentationonADE20K
    mIoU· 2022-03-10
    29.6
    best: 45.7 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Semantic SegmentationonPASCAL VOC 2012
    mIoU· 2022-03-10
    18.2
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Semantic SegmentationonADE20K
    mIoU· 2022-03-10
    34.5
    best: 45.7 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Semantic SegmentationonADE20K
    mIoU· 2022-03-10
    32.5
    best: 45.7 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402

Computer Vision10 results

  • Class-Incremental Semantic SegmentationonADE20K
    Mean IoU (test) · 2022-03-10
    32.1
    best: 44.5 (MBS)
    SOTA
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class-Incremental Semantic SegmentationonPASCAL VOC 2012
    mIoU· 2022-03-10
    34.3
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class-Incremental Semantic SegmentationonPASCAL VOC 2012
    Mean IoU (val)· 2022-03-10
    72.4
    best: 82.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class-Incremental Semantic SegmentationonPASCAL VOC 2012
    mIoU· 2022-03-10
    59.4
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class-Incremental Semantic SegmentationonPASCAL VOC 2012
    mIoU· 2022-03-10
    54.7
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class-Incremental Semantic SegmentationonPASCAL VOC 2012
    Mean IoU· 2022-03-10
    67.3
    best: 79 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class-Incremental Semantic SegmentationonADE20K
    mIoU· 2022-03-10
    29.6
    best: 45.7 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class-Incremental Semantic SegmentationonPASCAL VOC 2012
    mIoU· 2022-03-10
    18.2
    best: 80.6 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class-Incremental Semantic SegmentationonADE20K
    mIoU· 2022-03-10
    34.5
    best: 45.7 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402
  • Class-Incremental Semantic SegmentationonADE20K
    mIoU· 2022-03-10
    32.5
    best: 45.7 (MBS)
    Representation Compensation Networks for Continual Semantic SegmentationarXiv:2203.05402