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Models/MaskNet

MaskNet

Reported on 10 benchmarks across 4 tasks · 2 papers · 7 SOTA

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

Medical3 results

  • Semantic SegmentationonCluttered Omniglot
    IoU [256 distractors]· 2018-03-26
    43.7
    SOTA
    One-Shot Segmentation in ClutterarXiv:1803.09597
  • Semantic SegmentationonCluttered Omniglot
    IoU [32 distractors]· 2018-03-26
    65.6
    SOTA
    One-Shot Segmentation in ClutterarXiv:1803.09597
  • Semantic SegmentationonCluttered Omniglot
    IoU [4 distractors]· 2018-03-26
    95.8
    best: 97.1 (Siamese-U-Net)
    One-Shot Segmentation in ClutterarXiv:1803.09597

Audio3 results

  • 10-shot image generationonCluttered Omniglot
    IoU [256 distractors]· 2018-03-26
    43.7
    SOTA
    One-Shot Segmentation in ClutterarXiv:1803.09597
  • 10-shot image generationonCluttered Omniglot
    IoU [32 distractors]· 2018-03-26
    65.6
    SOTA
    One-Shot Segmentation in ClutterarXiv:1803.09597
  • 10-shot image generationonCluttered Omniglot
    IoU [4 distractors]· 2018-03-26
    95.8
    best: 97.1 (Siamese-U-Net)
    One-Shot Segmentation in ClutterarXiv:1803.09597

Computer Vision3 results

  • One-Shot SegmentationonCluttered Omniglot
    IoU [256 distractors]· 2018-03-26
    43.7
    SOTA
    One-Shot Segmentation in ClutterarXiv:1803.09597
  • One-Shot SegmentationonCluttered Omniglot
    IoU [32 distractors]· 2018-03-26
    65.6
    SOTA
    One-Shot Segmentation in ClutterarXiv:1803.09597
  • One-Shot SegmentationonCluttered Omniglot
    IoU [4 distractors]· 2018-03-26
    95.8
    best: 97.1 (Siamese-U-Net)
    One-Shot Segmentation in ClutterarXiv:1803.09597

Miscellaneous1 result

  • Click-Through Rate PredictiononCriteo
    AUC· 2021-02-09
    0.8131
    best: 0.8163 (QNN-α)
    SOTA
    MaskNet: Introducing Feature-Wise Multiplication to CTR Ranking Models by Instance-Guided MaskarXiv:2102.07619