16k on UHRSD

Metric: max F-Measure (higher is better)

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#	Model↕	max F-Measure▼	Augmentations	Paper	Date↕	Code
1	BiRefNet (DUTS, HRSOD, UHRSD)	0.963	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
2	PDFNet (HRSOD, UHRSD)	0.963	Yes	Patch-Depth Fusion: Dichotomous Image Segmentati...	2025-03-08	Code
3	BiRefNet (DUTS, UHRSD)	0.96	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
4	BiRefNet (HRSOD, UHRSD)	0.958	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
5	InSPyReNet (HRSOD, UHRSD)	0.957	Yes	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
6	BiRefNet (DUTS, HRSOD)	0.942	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
7	InSPyReNet	0.938	No	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
8	BiRefNet (DUTS)	0.933	No	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
9	PGNet (HRSOD, UHRSD)	0.93	Yes	Pyramid Grafting Network for One-Stage High Reso...	2022-04-11	Code
10	PGNet (DUTS, HRSOD)	0.915	Yes	Pyramid Grafting Network for One-Stage High Reso...	2022-04-11	Code
11	PGNet	0.914	No	Pyramid Grafting Network for One-Stage High Reso...	2022-04-11	Code

#1BiRefNet (DUTS, HRSOD, UHRSD)SOTA
0.963
max F-Measure· Augmentations· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#2PDFNet (HRSOD, UHRSD)
0.963
max F-Measure· Augmentations· 2025-03-08
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior Code
#3BiRefNet (DUTS, UHRSD)
0.96
max F-Measure· Augmentations· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#4BiRefNet (HRSOD, UHRSD)
0.958
max F-Measure· Augmentations· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#5InSPyReNet (HRSOD, UHRSD)SOTA
0.957
max F-Measure· Augmentations· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#6BiRefNet (DUTS, HRSOD)
0.942
max F-Measure· Augmentations· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#7InSPyReNet
0.938
max F-Measure· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#8BiRefNet (DUTS)
0.933
max F-Measure· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#9PGNet (HRSOD, UHRSD)SOTA
0.93
max F-Measure· Augmentations· 2022-04-11
Pyramid Grafting Network for One-Stage High Resolution Saliency Detection Code
#10PGNet (DUTS, HRSOD)
0.915
max F-Measure· Augmentations· 2022-04-11
Pyramid Grafting Network for One-Stage High Resolution Saliency Detection Code
#11PGNet
0.914
max F-Measure· 2022-04-11
Pyramid Grafting Network for One-Stage High Resolution Saliency Detection Code