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Models/BEN_Base+Refiner

BEN_Base+Refiner

Reported on 30 benchmarks across 6 tasks · 1 paper · 24 SOTA

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

Methodology20 results

  • 3DonDIS-VD
    E-measure· uses extra data· 2025-01-08
    0.958
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 3DonDIS-VD
    MAE· uses extra data· 2025-01-08
    0.027
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 3DonDIS-VD
    S-Measure· uses extra data· 2025-01-08
    0.917
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 3DonDIS-VD
    weighted F-measure· uses extra data· 2025-01-08
    0.896
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D ClassificationonDIS-VD
    E-measure· uses extra data· 2025-01-08
    0.958
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D ClassificationonDIS-VD
    MAE· uses extra data· 2025-01-08
    0.027
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D ClassificationonDIS-VD
    S-Measure· uses extra data· 2025-01-08
    0.917
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D ClassificationonDIS-VD
    weighted F-measure· uses extra data· 2025-01-08
    0.896
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D Object DetectiononDIS-VD
    E-measure· uses extra data· 2025-01-08
    0.958
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D Object DetectiononDIS-VD
    MAE· uses extra data· 2025-01-08
    0.027
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D Object DetectiononDIS-VD
    S-Measure· uses extra data· 2025-01-08
    0.917
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D Object DetectiononDIS-VD
    weighted F-measure· uses extra data· 2025-01-08
    0.896
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 16konDIS-VD
    E-measure· uses extra data· 2025-01-08
    0.958
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 16konDIS-VD
    MAE· uses extra data· 2025-01-08
    0.027
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 16konDIS-VD
    S-Measure· uses extra data· 2025-01-08
    0.917
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 16konDIS-VD
    weighted F-measure· uses extra data· 2025-01-08
    0.896
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 3DonDIS-VD
    max F-Measure· uses extra data· 2025-01-08
    0.919
    best: 0.923 (BEN_Base)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D ClassificationonDIS-VD
    max F-Measure· uses extra data· 2025-01-08
    0.919
    best: 0.923 (BEN_Base)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D Object DetectiononDIS-VD
    max F-Measure· uses extra data· 2025-01-08
    0.919
    best: 0.923 (BEN_Base)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 16konDIS-VD
    max F-Measure· uses extra data· 2025-01-08
    0.919
    best: 0.923 (BEN_Base)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230

Computer Vision10 results

  • Object DetectiononDIS-VD
    E-measure· uses extra data· 2025-01-08
    0.958
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • Object DetectiononDIS-VD
    MAE· uses extra data· 2025-01-08
    0.027
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • Object DetectiononDIS-VD
    S-Measure· uses extra data· 2025-01-08
    0.917
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • Object DetectiononDIS-VD
    weighted F-measure· uses extra data· 2025-01-08
    0.896
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • RGB Salient Object DetectiononDIS-VD
    E-measure· uses extra data· 2025-01-08
    0.958
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • RGB Salient Object DetectiononDIS-VD
    MAE· uses extra data· 2025-01-08
    0.027
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • RGB Salient Object DetectiononDIS-VD
    S-Measure· uses extra data· 2025-01-08
    0.917
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • RGB Salient Object DetectiononDIS-VD
    weighted F-measure· uses extra data· 2025-01-08
    0.896
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • Object DetectiononDIS-VD
    max F-Measure· uses extra data· 2025-01-08
    0.919
    best: 0.923 (BEN_Base)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • RGB Salient Object DetectiononDIS-VD
    max F-Measure· uses extra data· 2025-01-08
    0.919
    best: 0.923 (BEN_Base)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230