2D Object Detection on DUTS-TE

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Augmentations	Paper	Date↕	Code
1	BiRefNet (DUTS, HRSOD, UHRSD)	0.018	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
2	BiRefNet (DUTS, UHRSD)	0.018	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
3	BiRefNet (DUTS, HRSOD)	0.018	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
4	BiRefNet (DUTS)	0.019	No	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
5	BiRefNet (HRSOD, UHRSD)	0.02	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
6	TRACER-TE7	0.022	No	TRACER: Extreme Attention Guided Salient Object ...	2021-12-14	Code
7	InSPyReNet	0.024	No	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
8	M3Net-S	0.024	No	M$^3$Net: Multilevel, Mixed and Multistage Atten...	2023-09-15	Code
9	P2T-Small	0.029	No	P2T: Pyramid Pooling Transformer for Scene Under...	2021-06-22	Code
10	C4Net	0.029	No	C$^{4}$Net: Contextual Compression and Complemen...	2021-10-22	-
11	P2T-Tiny	0.033	No	P2T: Pyramid Pooling Transformer for Scene Under...	2021-06-22	Code
12	UCNet-ABP	0.034	No	Uncertainty Inspired RGB-D Saliency Detection	2020-09-07	Code
13	UCNet-CVAE	0.034	No	Uncertainty Inspired RGB-D Saliency Detection	2020-09-07	Code
14	CPDR-L	0.034	No	CPDR: Towards Highly-Efficient Salient Object De...	2025-01-11	-
15	TRACER-(ResNet50)	0.035	No	TRACER: Extreme Attention Guided Salient Object ...	2021-12-14	Code
16	M3Net-R	0.036	No	M$^3$Net: Multilevel, Mixed and Multistage Atten...	2023-09-15	Code
17	PoolNet (VGG-16)	0.036	No	A Simple Pooling-Based Design for Real-Time Sali...	2019-04-21	Code
18	BASNet	0.047	No	-	-	Code
19	CFDN	0.048	No	Saliency Detection via Global Context Enhanced F...	2021-10-13	-
20	DGRL	0.049	No	-	-	-
21	PiCANet	0.05	No	PiCANet: Learning Pixel-wise Contextual Attentio...	2017-08-21	Code
22	HybridSOD	0.05	No	A Weakly Supervised Learning Framework for Salie...	2022-09-07	Code
23	PAGR	0.055	No	-	-	Code
24	SRM	0.058	No	-	-	Code
25	MSR	0.062	No	Instance-Level Salient Object Segmentation	2017-04-12	-
26	NLDF	0.065	No	-	-	Code
27	DHS	0.065	No	-	-	-
28	DSS	0.065	No	Deeply supervised salient object detection with ...	2016-11-15	Code
29	Amulet	0.075	No	Amulet: Aggregating Multi-level Convolutional Fe...	2017-08-07	Code
30	DCL	0.081	No	Deep Contrast Learning for Salient Object Detect...	2016-03-07	-
31	UCF	0.116	No	Learning Uncertain Convolutional Features for Ac...	2017-08-07	Code

#1BiRefNet (DUTS, HRSOD, UHRSD)SOTA
0.018
MAE· Augmentations· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#2BiRefNet (DUTS, UHRSD)
0.018
MAE· Augmentations· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#3BiRefNet (DUTS, HRSOD)
0.018
MAE· Augmentations· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#4BiRefNet (DUTS)SOTA
0.019
MAE· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#5BiRefNet (HRSOD, UHRSD)SOTA
0.02
MAE· Augmentations· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#6TRACER-TE7SOTA
0.022
MAE· 2021-12-14
TRACER: Extreme Attention Guided Salient Object Tracing Network Code
#7InSPyReNet
0.024
MAE· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#8M3Net-S
0.024
MAE· 2023-09-15
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection Code
#9P2T-SmallSOTA
0.029
MAE· 2021-06-22
P2T: Pyramid Pooling Transformer for Scene Understanding Code
#10C4Net
0.029
MAE· 2021-10-22
C$^{4}$Net: Contextual Compression and Complementary Combination Network for Salient Object Detection
#11P2T-TinySOTA
0.033
MAE· 2021-06-22
P2T: Pyramid Pooling Transformer for Scene Understanding Code
#12UCNet-ABPSOTA
0.034
MAE· 2020-09-07
Uncertainty Inspired RGB-D Saliency Detection Code
#13UCNet-CVAE
0.034
MAE· 2020-09-07
Uncertainty Inspired RGB-D Saliency Detection Code
#14CPDR-L
0.034
MAE· 2025-01-11
CPDR: Towards Highly-Efficient Salient Object Detection via Crossed Post-decoder Refinement
#15TRACER-(ResNet50)
0.035
MAE· 2021-12-14
TRACER: Extreme Attention Guided Salient Object Tracing Network Code
#16M3Net-R
0.036
MAE· 2023-09-15
M$^3$Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection Code
#17PoolNet (VGG-16)SOTA
0.036
MAE· 2019-04-21
A Simple Pooling-Based Design for Real-Time Salient Object Detection Code
#18BASNet
0.047
MAE
No paperCode
#19CFDN
0.048
MAE· 2021-10-13
Saliency Detection via Global Context Enhanced Feature Fusion and Edge Weighted Loss
#20DGRL
0.049
MAE
No paper
#21PiCANetSOTA
0.05
MAE· 2017-08-21
PiCANet: Learning Pixel-wise Contextual Attention for Saliency Detection Code
#22HybridSOD
0.05
MAE· 2022-09-07
A Weakly Supervised Learning Framework for Salient Object Detection via Hybrid Labels Code
#23PAGR
0.055
MAE
No paperCode
#24SRM
0.058
MAE
No paperCode
#25MSRSOTA
0.062
MAE· 2017-04-12
Instance-Level Salient Object Segmentation
#26NLDF
0.065
MAE
No paperCode
#27DHS
0.065
MAE
No paper
#28DSSSOTA
0.065
MAE· 2016-11-15
Deeply supervised salient object detection with short connections Code
#29Amulet
0.075
MAE· 2017-08-07
Amulet: Aggregating Multi-level Convolutional Features for Salient Object Detection Code
#30DCLSOTA
0.081
MAE· 2016-03-07
Deep Contrast Learning for Salient Object Detection
#31UCF
0.116
MAE· 2017-08-07
Learning Uncertain Convolutional Features for Accurate Saliency Detection Code