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Models/DASNet

DASNet

Reported on 76 benchmarks across 6 tasks · 2 papers · 51 SOTA

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

Methodology61 results

  • 3DonSTERE
    Average MAE· 2020-05-30
    0.037
    best: 0.03 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 3DonSTERE
    S-Measure· 2020-05-30
    91
    best: 92.3 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 3DonSTERE
    max F-Measure· 2020-05-30
    91.5
    best: 92.9 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 3DonRGBD135
    Average MAE· 2020-05-30
    0.042
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 3DonRGBD135
    S-Measure· 2020-05-30
    88.5
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 3DonRGBD135
    max F-Measure· 2020-05-30
    88.1
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 3DonNLPR
    Average MAE· 2020-05-30
    0.021
    best: 0.016 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 3DonNLPR
    S-Measure· 2020-05-30
    92.9
    best: 94.2 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 3DonNLPR
    max F-Measure· 2020-05-30
    92.9
    best: 93.9 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 3DonDES
    max F-Measure· 2020-05-30
    92.8
    best: 95.6 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D ClassificationonSTERE
    Average MAE· 2020-05-30
    0.037
    best: 0.03 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D ClassificationonSTERE
    S-Measure· 2020-05-30
    91
    best: 92.3 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D ClassificationonSTERE
    max F-Measure· 2020-05-30
    91.5
    best: 92.9 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D ClassificationonRGBD135
    Average MAE· 2020-05-30
    0.042
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D ClassificationonRGBD135
    S-Measure· 2020-05-30
    88.5
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D ClassificationonRGBD135
    max F-Measure· 2020-05-30
    88.1
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D ClassificationonNLPR
    Average MAE· 2020-05-30
    0.021
    best: 0.016 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D ClassificationonNLPR
    S-Measure· 2020-05-30
    92.9
    best: 94.2 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D ClassificationonNLPR
    max F-Measure· 2020-05-30
    92.9
    best: 93.9 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D ClassificationonDES
    max F-Measure· 2020-05-30
    92.8
    best: 95.6 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D Object DetectiononSTERE
    Average MAE· 2020-05-30
    0.037
    best: 0.03 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D Object DetectiononSTERE
    S-Measure· 2020-05-30
    91
    best: 92.3 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D Object DetectiononSTERE
    max F-Measure· 2020-05-30
    91.5
    best: 92.9 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D Object DetectiononRGBD135
    Average MAE· 2020-05-30
    0.042
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D Object DetectiononRGBD135
    S-Measure· 2020-05-30
    88.5
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D Object DetectiononRGBD135
    max F-Measure· 2020-05-30
    88.1
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D Object DetectiononNLPR
    Average MAE· 2020-05-30
    0.021
    best: 0.016 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D Object DetectiononNLPR
    S-Measure· 2020-05-30
    92.9
    best: 94.2 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D Object DetectiononNLPR
    max F-Measure· 2020-05-30
    92.9
    best: 93.9 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D Object DetectiononDES
    max F-Measure· 2020-05-30
    92.8
    best: 95.6 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 16konSTERE
    Average MAE· 2020-05-30
    0.037
    best: 0.03 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 16konSTERE
    S-Measure· 2020-05-30
    91
    best: 92.3 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 16konSTERE
    max F-Measure· 2020-05-30
    91.5
    best: 92.9 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 16konRGBD135
    Average MAE· 2020-05-30
    0.042
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 16konRGBD135
    S-Measure· 2020-05-30
    88.5
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 16konRGBD135
    max F-Measure· 2020-05-30
    88.1
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 16konNLPR
    Average MAE· 2020-05-30
    0.021
    best: 0.016 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 16konNLPR
    S-Measure· 2020-05-30
    92.9
    best: 94.2 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 16konNLPR
    max F-Measure· 2020-05-30
    92.9
    best: 93.9 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 16konDES
    max F-Measure· 2020-05-30
    92.8
    best: 95.6 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • Remote SensingonCDD Dataset (season-varying)
    F1-Score· 2020-03-07
    0.919
    best: 0.9842 (P2V-CD)
    SOTA
    DASNet: Dual attentive fully convolutional siamese networks for change detection of high resolution satellite imagesarXiv:2003.03608
  • 3DonNJU2K
    Average MAE· 2020-05-30
    0.042
    best: 0.023 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 3DonNJU2K
    S-Measure· 2020-05-30
    90.2
    best: 93.7 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 3DonNJU2K
    max F-Measure· 2020-05-30
    91.1
    best: 94.6 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 3DonDES
    Average MAE· 2020-05-30
    0.023
    best: 0.013 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 3DonDES
    S-Measure· 2020-05-30
    90.8
    best: 94.8 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D ClassificationonNJU2K
    Average MAE· 2020-05-30
    0.042
    best: 0.023 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D ClassificationonNJU2K
    S-Measure· 2020-05-30
    90.2
    best: 93.7 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D ClassificationonNJU2K
    max F-Measure· 2020-05-30
    91.1
    best: 94.6 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D ClassificationonDES
    Average MAE· 2020-05-30
    0.023
    best: 0.013 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D ClassificationonDES
    S-Measure· 2020-05-30
    90.8
    best: 94.8 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D Object DetectiononNJU2K
    Average MAE· 2020-05-30
    0.042
    best: 0.023 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D Object DetectiononNJU2K
    S-Measure· 2020-05-30
    90.2
    best: 93.7 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D Object DetectiononNJU2K
    max F-Measure· 2020-05-30
    91.1
    best: 94.6 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D Object DetectiononDES
    Average MAE· 2020-05-30
    0.023
    best: 0.013 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 2D Object DetectiononDES
    S-Measure· 2020-05-30
    90.8
    best: 94.8 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 16konNJU2K
    Average MAE· 2020-05-30
    0.042
    best: 0.023 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 16konNJU2K
    S-Measure· 2020-05-30
    90.2
    best: 93.7 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 16konNJU2K
    max F-Measure· 2020-05-30
    91.1
    best: 94.6 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 16konDES
    Average MAE· 2020-05-30
    0.023
    best: 0.013 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • 16konDES
    S-Measure· 2020-05-30
    90.8
    best: 94.8 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269

Computer Vision15 results

  • Object DetectiononSTERE
    Average MAE· 2020-05-30
    0.037
    best: 0.03 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • Object DetectiononSTERE
    S-Measure· 2020-05-30
    91
    best: 92.3 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • Object DetectiononSTERE
    max F-Measure· 2020-05-30
    91.5
    best: 92.9 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • Object DetectiononRGBD135
    Average MAE· 2020-05-30
    0.042
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • Object DetectiononRGBD135
    S-Measure· 2020-05-30
    88.5
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • Object DetectiononRGBD135
    max F-Measure· 2020-05-30
    88.1
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • Object DetectiononNLPR
    Average MAE· 2020-05-30
    0.021
    best: 0.016 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • Object DetectiononNLPR
    S-Measure· 2020-05-30
    92.9
    best: 94.2 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • Object DetectiononNLPR
    max F-Measure· 2020-05-30
    92.9
    best: 93.9 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • Object DetectiononDES
    max F-Measure· 2020-05-30
    92.8
    best: 95.6 (DFormer-L)
    SOTA
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • Object DetectiononNJU2K
    Average MAE· 2020-05-30
    0.042
    best: 0.023 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • Object DetectiononNJU2K
    S-Measure· 2020-05-30
    90.2
    best: 93.7 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • Object DetectiononNJU2K
    max F-Measure· 2020-05-30
    91.1
    best: 94.6 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • Object DetectiononDES
    Average MAE· 2020-05-30
    0.023
    best: 0.013 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269
  • Object DetectiononDES
    S-Measure· 2020-05-30
    90.8
    best: 94.8 (DFormer-L)
    Is Depth Really Necessary for Salient Object Detection?arXiv:2006.00269