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Models/PDFNet (HRSOD,UHRSD)

PDFNet (HRSOD,UHRSD)

Reported on 18 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.

Methodology12 results

3DonHRSOD
S-Measure· uses extra data· 2025-03-08
0.963
SOTA
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100
3DonHRSOD
max F-Measure· uses extra data· 2025-03-08
0.965
SOTA
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100
2D ClassificationonHRSOD
S-Measure· uses extra data· 2025-03-08
0.963
SOTA
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100
2D ClassificationonHRSOD
max F-Measure· uses extra data· 2025-03-08
0.965
SOTA
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100
2D Object DetectiononHRSOD
S-Measure· uses extra data· 2025-03-08
0.963
SOTA
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100
2D Object DetectiononHRSOD
max F-Measure· uses extra data· 2025-03-08
0.965
SOTA
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100
16konHRSOD
S-Measure· uses extra data· 2025-03-08
0.963
SOTA
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100
16konHRSOD
max F-Measure· uses extra data· 2025-03-08
0.965
SOTA
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100
3DonHRSOD
MAE· uses extra data· 2025-03-08
0.012
best: 0.011 (BiRefNet (DUTS, HRSOD))
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100
2D ClassificationonHRSOD
MAE· uses extra data· 2025-03-08
0.012
best: 0.011 (BiRefNet (DUTS, HRSOD))
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100
2D Object DetectiononHRSOD
MAE· uses extra data· 2025-03-08
0.012
best: 0.011 (BiRefNet (DUTS, HRSOD))
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100
16konHRSOD
MAE· uses extra data· 2025-03-08
0.012
best: 0.011 (BiRefNet (DUTS, HRSOD))
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100

Computer Vision6 results

Object DetectiononHRSOD
S-Measure· uses extra data· 2025-03-08
0.963
SOTA
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100
Object DetectiononHRSOD
max F-Measure· uses extra data· 2025-03-08
0.965
SOTA
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100
RGB Salient Object DetectiononHRSOD
S-Measure· uses extra data· 2025-03-08
0.963
SOTA
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100
RGB Salient Object DetectiononHRSOD
max F-Measure· uses extra data· 2025-03-08
0.965
SOTA
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100
Object DetectiononHRSOD
MAE· uses extra data· 2025-03-08
0.012
best: 0.011 (BiRefNet (DUTS, HRSOD))
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100
RGB Salient Object DetectiononHRSOD
MAE· uses extra data· 2025-03-08
0.012
best: 0.011 (BiRefNet (DUTS, HRSOD))
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior arXiv:2503.06100