2D Object Detection on HRSOD

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Augmentations	Paper	Date↕	Code
1	BiRefNet (DUTS, HRSOD)	0.011	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
2	PDFNet (HRSOD,UHRSD)	0.012	Yes	Patch-Depth Fusion: Dichotomous Image Segmentati...	2025-03-08	Code
3	BiRefNet (DUTS, HRSOD, UHRSD)	0.013	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
4	InSPyReNet (DUTS, HRSOD)	0.014	Yes	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
5	BiRefNet (DUTS, UHRSD)	0.014	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
6	BiRefNet (DUTS)	0.014	No	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
7	BiRefNet (HRSOD, UHRSD)	0.016	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
8	InSPyReNet	0.016	No	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
9	InSPyReNet (HRSOD, UHRSD)	0.018	Yes	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
10	PGNet (HRSOD, UHRSD)	0.02	Yes	Pyramid Grafting Network for One-Stage High Reso...	2022-04-11	Code
11	PGNet (DUTS, HRSOD)	0.02	Yes	Pyramid Grafting Network for One-Stage High Reso...	2022-04-11	Code
12	PGNet	0.021	No	Pyramid Grafting Network for One-Stage High Reso...	2022-04-11	Code
13	Tang et al. (HRSOD)	0.022	Yes	Disentangled High Quality Salient Object Detection	2021-08-08	Code
14	Zeng et al.	0.03	No	Towards High-Resolution Salient Object Detection	2019-08-20	Code

#1BiRefNet (DUTS, HRSOD)SOTA
0.011
MAE· Augmentations· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#2PDFNet (HRSOD,UHRSD)
0.012
MAE· Augmentations· 2025-03-08
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior Code
#3BiRefNet (DUTS, HRSOD, UHRSD)SOTA
0.013
MAE· Augmentations· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#4InSPyReNet (DUTS, HRSOD)SOTA
0.014
MAE· Augmentations· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#5BiRefNet (DUTS, UHRSD)
0.014
MAE· Augmentations· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#6BiRefNet (DUTS)
0.014
MAE· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#7BiRefNet (HRSOD, UHRSD)
0.016
MAE· Augmentations· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#8InSPyReNetSOTA
0.016
MAE· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#9InSPyReNet (HRSOD, UHRSD)SOTA
0.018
MAE· Augmentations· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#10PGNet (HRSOD, UHRSD)SOTA
0.02
MAE· Augmentations· 2022-04-11
Pyramid Grafting Network for One-Stage High Resolution Saliency Detection Code
#11PGNet (DUTS, HRSOD)
0.02
MAE· Augmentations· 2022-04-11
Pyramid Grafting Network for One-Stage High Resolution Saliency Detection Code
#12PGNetSOTA
0.021
MAE· 2022-04-11
Pyramid Grafting Network for One-Stage High Resolution Saliency Detection Code
#13Tang et al. (HRSOD)SOTA
0.022
MAE· Augmentations· 2021-08-08
Disentangled High Quality Salient Object Detection Code
#14Zeng et al.SOTA
0.03
MAE· 2019-08-20
Towards High-Resolution Salient Object Detection Code