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Models/PDFNet

PDFNet

Reported on 150 benchmarks across 6 tasks · 1 paper · 108 SOTA

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

Methodology100 results

  • 3DonDIS-TE4
    MAE· 2025-03-08
    0.037
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE4
    S-Measure· 2025-03-08
    0.91
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE4
    weighted F-measure· 2025-03-08
    0.867
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE2
    E-measure· 2025-03-08
    0.947
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE2
    MAE· 2025-03-08
    0.028
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE2
    S-Measure· 2025-03-08
    0.924
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE2
    max F-Measure· 2025-03-08
    0.921
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE2
    weighted F-measure· 2025-03-08
    0.885
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE1
    E-measure· 2025-03-08
    0.927
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE1
    MAE· 2025-03-08
    0.031
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE1
    S-Measure· 2025-03-08
    0.899
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE1
    max F-Measure· 2025-03-08
    0.89
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE1
    weighted F-measure· 2025-03-08
    0.846
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE3
    E-measure· 2025-03-08
    0.957
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE3
    MAE· 2025-03-08
    0.027
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE3
    S-Measure· 2025-03-08
    0.928
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE3
    max F-Measure· 2025-03-08
    0.936
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE3
    weighted F-measure· 2025-03-08
    0.9
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE4
    MAE· 2025-03-08
    0.037
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE4
    S-Measure· 2025-03-08
    0.91
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE4
    weighted F-measure· 2025-03-08
    0.867
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE2
    E-measure· 2025-03-08
    0.947
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE2
    MAE· 2025-03-08
    0.028
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE2
    S-Measure· 2025-03-08
    0.924
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE2
    max F-Measure· 2025-03-08
    0.921
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE2
    weighted F-measure· 2025-03-08
    0.885
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE1
    E-measure· 2025-03-08
    0.927
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE1
    MAE· 2025-03-08
    0.031
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE1
    S-Measure· 2025-03-08
    0.899
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE1
    max F-Measure· 2025-03-08
    0.89
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE1
    weighted F-measure· 2025-03-08
    0.846
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE3
    E-measure· 2025-03-08
    0.957
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE3
    MAE· 2025-03-08
    0.027
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE3
    S-Measure· 2025-03-08
    0.928
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE3
    max F-Measure· 2025-03-08
    0.936
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE3
    weighted F-measure· 2025-03-08
    0.9
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE4
    MAE· 2025-03-08
    0.037
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE4
    S-Measure· 2025-03-08
    0.91
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE4
    weighted F-measure· 2025-03-08
    0.867
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE2
    E-measure· 2025-03-08
    0.947
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE2
    MAE· 2025-03-08
    0.028
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE2
    S-Measure· 2025-03-08
    0.924
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE2
    max F-Measure· 2025-03-08
    0.921
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE2
    weighted F-measure· 2025-03-08
    0.885
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE1
    E-measure· 2025-03-08
    0.927
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE1
    MAE· 2025-03-08
    0.031
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE1
    S-Measure· 2025-03-08
    0.899
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE1
    max F-Measure· 2025-03-08
    0.89
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE1
    weighted F-measure· 2025-03-08
    0.846
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE3
    E-measure· 2025-03-08
    0.957
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE3
    MAE· 2025-03-08
    0.027
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE3
    S-Measure· 2025-03-08
    0.928
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE3
    max F-Measure· 2025-03-08
    0.936
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE3
    weighted F-measure· 2025-03-08
    0.9
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE4
    MAE· 2025-03-08
    0.037
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE4
    S-Measure· 2025-03-08
    0.91
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE4
    weighted F-measure· 2025-03-08
    0.867
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE2
    E-measure· 2025-03-08
    0.947
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE2
    MAE· 2025-03-08
    0.028
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE2
    S-Measure· 2025-03-08
    0.924
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE2
    max F-Measure· 2025-03-08
    0.921
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE2
    weighted F-measure· 2025-03-08
    0.885
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE1
    E-measure· 2025-03-08
    0.927
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE1
    MAE· 2025-03-08
    0.031
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE1
    S-Measure· 2025-03-08
    0.899
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE1
    max F-Measure· 2025-03-08
    0.89
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE1
    weighted F-measure· 2025-03-08
    0.846
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE3
    E-measure· 2025-03-08
    0.957
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE3
    MAE· 2025-03-08
    0.027
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE3
    S-Measure· 2025-03-08
    0.928
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE3
    max F-Measure· 2025-03-08
    0.936
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE3
    weighted F-measure· 2025-03-08
    0.9
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE4
    E-measure· 2025-03-08
    0.941
    best: 0.944 (MVANet)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-TE4
    max F-Measure· 2025-03-08
    0.911
    best: 0.912 (MVANet)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-VD
    E-measure· 2025-03-08
    0.944
    best: 0.958 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-VD
    MAE· 2025-03-08
    0.03
    best: 0.027 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-VD
    S-Measure· 2025-03-08
    0.916
    best: 0.917 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-VD
    max F-Measure· 2025-03-08
    0.913
    best: 0.923 (BEN_Base)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 3DonDIS-VD
    weighted F-measure· 2025-03-08
    0.873
    best: 0.896 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE4
    E-measure· 2025-03-08
    0.941
    best: 0.944 (MVANet)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-TE4
    max F-Measure· 2025-03-08
    0.911
    best: 0.912 (MVANet)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-VD
    E-measure· 2025-03-08
    0.944
    best: 0.958 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-VD
    MAE· 2025-03-08
    0.03
    best: 0.027 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-VD
    S-Measure· 2025-03-08
    0.916
    best: 0.917 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-VD
    max F-Measure· 2025-03-08
    0.913
    best: 0.923 (BEN_Base)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D ClassificationonDIS-VD
    weighted F-measure· 2025-03-08
    0.873
    best: 0.896 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE4
    E-measure· 2025-03-08
    0.941
    best: 0.944 (MVANet)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-TE4
    max F-Measure· 2025-03-08
    0.911
    best: 0.912 (MVANet)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-VD
    E-measure· 2025-03-08
    0.944
    best: 0.958 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-VD
    MAE· 2025-03-08
    0.03
    best: 0.027 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-VD
    S-Measure· 2025-03-08
    0.916
    best: 0.917 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-VD
    max F-Measure· 2025-03-08
    0.913
    best: 0.923 (BEN_Base)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 2D Object DetectiononDIS-VD
    weighted F-measure· 2025-03-08
    0.873
    best: 0.896 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE4
    E-measure· 2025-03-08
    0.941
    best: 0.944 (MVANet)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-TE4
    max F-Measure· 2025-03-08
    0.911
    best: 0.912 (MVANet)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-VD
    E-measure· 2025-03-08
    0.944
    best: 0.958 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-VD
    MAE· 2025-03-08
    0.03
    best: 0.027 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-VD
    S-Measure· 2025-03-08
    0.916
    best: 0.917 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-VD
    max F-Measure· 2025-03-08
    0.913
    best: 0.923 (BEN_Base)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • 16konDIS-VD
    weighted F-measure· 2025-03-08
    0.873
    best: 0.896 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100

Computer Vision50 results

  • Object DetectiononDIS-TE4
    MAE· 2025-03-08
    0.037
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE4
    S-Measure· 2025-03-08
    0.91
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE4
    weighted F-measure· 2025-03-08
    0.867
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE2
    E-measure· 2025-03-08
    0.947
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE2
    MAE· 2025-03-08
    0.028
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE2
    S-Measure· 2025-03-08
    0.924
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE2
    max F-Measure· 2025-03-08
    0.921
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE2
    weighted F-measure· 2025-03-08
    0.885
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE1
    E-measure· 2025-03-08
    0.927
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE1
    MAE· 2025-03-08
    0.031
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE1
    S-Measure· 2025-03-08
    0.899
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE1
    max F-Measure· 2025-03-08
    0.89
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE1
    weighted F-measure· 2025-03-08
    0.846
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE3
    E-measure· 2025-03-08
    0.957
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE3
    MAE· 2025-03-08
    0.027
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE3
    S-Measure· 2025-03-08
    0.928
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE3
    max F-Measure· 2025-03-08
    0.936
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE3
    weighted F-measure· 2025-03-08
    0.9
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE4
    MAE· 2025-03-08
    0.037
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE4
    S-Measure· 2025-03-08
    0.91
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE4
    weighted F-measure· 2025-03-08
    0.867
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE2
    E-measure· 2025-03-08
    0.947
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE2
    MAE· 2025-03-08
    0.028
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE2
    S-Measure· 2025-03-08
    0.924
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE2
    max F-Measure· 2025-03-08
    0.921
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE2
    weighted F-measure· 2025-03-08
    0.885
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE1
    E-measure· 2025-03-08
    0.927
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE1
    MAE· 2025-03-08
    0.031
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE1
    S-Measure· 2025-03-08
    0.899
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE1
    max F-Measure· 2025-03-08
    0.89
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE1
    weighted F-measure· 2025-03-08
    0.846
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE3
    E-measure· 2025-03-08
    0.957
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE3
    MAE· 2025-03-08
    0.027
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE3
    S-Measure· 2025-03-08
    0.928
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE3
    max F-Measure· 2025-03-08
    0.936
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE3
    weighted F-measure· 2025-03-08
    0.9
    SOTA
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE4
    E-measure· 2025-03-08
    0.941
    best: 0.944 (MVANet)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-TE4
    max F-Measure· 2025-03-08
    0.911
    best: 0.912 (MVANet)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-VD
    E-measure· 2025-03-08
    0.944
    best: 0.958 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-VD
    MAE· 2025-03-08
    0.03
    best: 0.027 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-VD
    S-Measure· 2025-03-08
    0.916
    best: 0.917 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-VD
    max F-Measure· 2025-03-08
    0.913
    best: 0.923 (BEN_Base)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • Object DetectiononDIS-VD
    weighted F-measure· 2025-03-08
    0.873
    best: 0.896 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE4
    E-measure· 2025-03-08
    0.941
    best: 0.944 (MVANet)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-TE4
    max F-Measure· 2025-03-08
    0.911
    best: 0.912 (MVANet)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-VD
    E-measure· 2025-03-08
    0.944
    best: 0.958 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-VD
    MAE· 2025-03-08
    0.03
    best: 0.027 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-VD
    S-Measure· 2025-03-08
    0.916
    best: 0.917 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-VD
    max F-Measure· 2025-03-08
    0.913
    best: 0.923 (BEN_Base)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100
  • RGB Salient Object DetectiononDIS-VD
    weighted F-measure· 2025-03-08
    0.873
    best: 0.896 (BEN_Base+Refiner)
    Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-PriorarXiv:2503.06100