Object Detection on UHRSD

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	BiRefNet (DUTS, HRSOD, UHRSD)	0.016	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
2	PDFNet (HRSOD, UHRSD)	0.019	Yes	Patch-Depth Fusion: Dichotomous Image Segmentati...	2025-03-08	Code
3	BiRefNet (DUTS, UHRSD)	0.019	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
4	BiRefNet (HRSOD, UHRSD)	0.019	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
5	InSPyReNet (HRSOD, UHRSD)	0.02	Yes	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
6	BiRefNet (DUTS, HRSOD)	0.024	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
7	PGNet (HRSOD, UHRSD)	0.026	Yes	Pyramid Grafting Network for One-Stage High Reso...	2022-04-11	Code
8	InSPyReNet	0.029	No	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
9	BiRefNet (DUTS)	0.03	No	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
10	PGNet (DUTS, HRSOD)	0.036	Yes	Pyramid Grafting Network for One-Stage High Reso...	2022-04-11	Code
11	PGNet	0.037	No	Pyramid Grafting Network for One-Stage High Reso...	2022-04-11	Code

#1BiRefNet (DUTS, HRSOD, UHRSD)SOTA
0.016
MAE· Extra Data· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#2PDFNet (HRSOD, UHRSD)
0.019
MAE· Extra Data· 2025-03-08
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior Code
#3BiRefNet (DUTS, UHRSD)SOTA
0.019
MAE· Extra Data· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#4BiRefNet (HRSOD, UHRSD)
0.019
MAE· Extra Data· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#5InSPyReNet (HRSOD, UHRSD)SOTA
0.02
MAE· Extra Data· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#6BiRefNet (DUTS, HRSOD)
0.024
MAE· Extra Data· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#7PGNet (HRSOD, UHRSD)SOTA
0.026
MAE· Extra Data· 2022-04-11
Pyramid Grafting Network for One-Stage High Resolution Saliency Detection Code
#8InSPyReNet
0.029
MAE· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#9BiRefNet (DUTS)
0.03
MAE· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#10PGNet (DUTS, HRSOD)SOTA
0.036
MAE· Extra Data· 2022-04-11
Pyramid Grafting Network for One-Stage High Resolution Saliency Detection Code
#11PGNetSOTA
0.037
MAE· 2022-04-11
Pyramid Grafting Network for One-Stage High Resolution Saliency Detection Code