TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/BEN_Base

BEN_Base

Reported on 30 benchmarks across 6 tasks · 1 paper · 12 SOTA

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

Methodology20 results

  • 3DonDIS-VD
    MAE· uses extra data· 2025-01-08
    0.031
    best: 0.027 (BEN_Base+Refiner)
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 3DonDIS-VD
    max F-Measure· uses extra data· 2025-01-08
    0.923
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D ClassificationonDIS-VD
    MAE· uses extra data· 2025-01-08
    0.031
    best: 0.027 (BEN_Base+Refiner)
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D ClassificationonDIS-VD
    max F-Measure· uses extra data· 2025-01-08
    0.923
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D Object DetectiononDIS-VD
    MAE· uses extra data· 2025-01-08
    0.031
    best: 0.027 (BEN_Base+Refiner)
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D Object DetectiononDIS-VD
    max F-Measure· uses extra data· 2025-01-08
    0.923
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 16konDIS-VD
    MAE· uses extra data· 2025-01-08
    0.031
    best: 0.027 (BEN_Base+Refiner)
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 16konDIS-VD
    max F-Measure· uses extra data· 2025-01-08
    0.923
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 3DonDIS-VD
    E-measure· uses extra data· 2025-01-08
    0.935
    best: 0.958 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 3DonDIS-VD
    S-Measure· uses extra data· 2025-01-08
    0.916
    best: 0.917 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 3DonDIS-VD
    weighted F-measure· uses extra data· 2025-01-08
    0.871
    best: 0.896 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D ClassificationonDIS-VD
    E-measure· uses extra data· 2025-01-08
    0.935
    best: 0.958 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D ClassificationonDIS-VD
    S-Measure· uses extra data· 2025-01-08
    0.916
    best: 0.917 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D ClassificationonDIS-VD
    weighted F-measure· uses extra data· 2025-01-08
    0.871
    best: 0.896 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D Object DetectiononDIS-VD
    E-measure· uses extra data· 2025-01-08
    0.935
    best: 0.958 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D Object DetectiononDIS-VD
    S-Measure· uses extra data· 2025-01-08
    0.916
    best: 0.917 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 2D Object DetectiononDIS-VD
    weighted F-measure· uses extra data· 2025-01-08
    0.871
    best: 0.896 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 16konDIS-VD
    E-measure· uses extra data· 2025-01-08
    0.935
    best: 0.958 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 16konDIS-VD
    S-Measure· uses extra data· 2025-01-08
    0.916
    best: 0.917 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • 16konDIS-VD
    weighted F-measure· uses extra data· 2025-01-08
    0.871
    best: 0.896 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230

Computer Vision10 results

  • Object DetectiononDIS-VD
    MAE· uses extra data· 2025-01-08
    0.031
    best: 0.027 (BEN_Base+Refiner)
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • Object DetectiononDIS-VD
    max F-Measure· uses extra data· 2025-01-08
    0.923
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • RGB Salient Object DetectiononDIS-VD
    MAE· uses extra data· 2025-01-08
    0.031
    best: 0.027 (BEN_Base+Refiner)
    SOTA
    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
    0.923
    SOTA
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • Object DetectiononDIS-VD
    E-measure· uses extra data· 2025-01-08
    0.935
    best: 0.958 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • Object DetectiononDIS-VD
    S-Measure· uses extra data· 2025-01-08
    0.916
    best: 0.917 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • Object DetectiononDIS-VD
    weighted F-measure· uses extra data· 2025-01-08
    0.871
    best: 0.896 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • RGB Salient Object DetectiononDIS-VD
    E-measure· uses extra data· 2025-01-08
    0.935
    best: 0.958 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230
  • RGB Salient Object DetectiononDIS-VD
    S-Measure· uses extra data· 2025-01-08
    0.916
    best: 0.917 (BEN_Base+Refiner)
    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
    0.871
    best: 0.896 (BEN_Base+Refiner)
    BEN: Using Confidence-Guided Matting for Dichotomous Image SegmentationarXiv:2501.06230