Object Detection on DUT-OMRON

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	BiRefNet (DUTS, UHRSD)	0.036	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
2	BiRefNet (DUTS, HRSOD, UHRSD)	0.038	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
3	BiRefNet (DUTS, HRSOD)	0.04	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
4	BiRefNet (DUTS)	0.04	No	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
5	BiRefNet (HRSOD, UHRSD)	0.04	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
6	InSPyReNet	0.045	No	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
7	M3Net-S	0.045	No	M$^3$Net: Multilevel, Mixed and Multistage Atten...	2023-09-15	Code
8	TRACER-TE7	0.045	No	TRACER: Extreme Attention Guided Salient Object ...	2021-12-14	Code
9	C4Net	0.047	No	C$^{4}$Net: Contextual Compression and Complemen...	2021-10-22	-
10	CPDR-L	0.048	No	CPDR: Towards Highly-Efficient Salient Object De...	2025-01-11	-
11	UCNet-ABP	0.05	No	Uncertainty Inspired RGB-D Saliency Detection	2020-09-07	Code
12	TRACER-(ResNet50)	0.05	No	TRACER: Extreme Attention Guided Salient Object ...	2021-12-14	Code
13	UCNet-CVAE	0.051	No	Uncertainty Inspired RGB-D Saliency Detection	2020-09-07	Code
14	PoolNet (VGG-16)	0.053	No	A Simple Pooling-Based Design for Real-Time Sali...	2019-04-21	Code
15	CPD-R (ResNet50)	0.056	No	Cascaded Partial Decoder for Fast and Accurate S...	2019-04-18	Code
16	BASNet	0.056	No	-	-	Code
17	M3Net-R	0.061	No	M$^3$Net: Multilevel, Mixed and Multistage Atten...	2023-09-15	Code
18	DSS (Res2Net-50)	0.071	No	Res2Net: A New Multi-scale Backbone Architecture	2019-04-02	Code

#1BiRefNet (DUTS, UHRSD)SOTA
0.036
MAE· Extra Data· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#2BiRefNet (DUTS, HRSOD, UHRSD)SOTA
0.038
MAE· Extra Data· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#3BiRefNet (DUTS, HRSOD)SOTA
0.04
MAE· Extra Data· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#4BiRefNet (DUTS)
0.04
MAE· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#5BiRefNet (HRSOD, UHRSD)
0.04
MAE· Extra Data· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#6InSPyReNet
0.045
MAE· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#7M3Net-S
0.045
MAE· 2023-09-15
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection Code
#8TRACER-TE7SOTA
0.045
MAE· 2021-12-14
TRACER: Extreme Attention Guided Salient Object Tracing Network Code
#9C4NetSOTA
0.047
MAE· 2021-10-22
C$^{4}$Net: Contextual Compression and Complementary Combination Network for Salient Object Detection
#10CPDR-L
0.048
MAE· 2025-01-11
CPDR: Towards Highly-Efficient Salient Object Detection via Crossed Post-decoder Refinement
#11UCNet-ABPSOTA
0.05
MAE· 2020-09-07
Uncertainty Inspired RGB-D Saliency Detection Code
#12TRACER-(ResNet50)
0.05
MAE· 2021-12-14
TRACER: Extreme Attention Guided Salient Object Tracing Network Code
#13UCNet-CVAESOTA
0.051
MAE· 2020-09-07
Uncertainty Inspired RGB-D Saliency Detection Code
#14PoolNet (VGG-16)SOTA
0.053
MAE· 2019-04-21
A Simple Pooling-Based Design for Real-Time Salient Object Detection Code
#15CPD-R (ResNet50)SOTA
0.056
MAE· 2019-04-18
Cascaded Partial Decoder for Fast and Accurate Salient Object Detection Code
#16BASNet
0.056
MAE
No paperCode
#17M3Net-R
0.061
MAE· 2023-09-15
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection Code
#18DSS (Res2Net-50)SOTA
0.071
MAE· 2019-04-02
Res2Net: A New Multi-scale Backbone Architecture Code