Salient Object Detection on ECSSD

Metric: S-measure (higher is better)

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#	Model↕	S-measure▼	Extra Data	Paper	Date↕	Code
1	SAM2-UNet	0.95	No	SAM2-UNet: Segment Anything 2 Makes Strong Encod...	2024-08-16	Code
2	FOCUS	0.943	No	FOCUS: Towards Universal Foreground Segmentation	2025-01-09	Code
3	SelfReformer-Swin	0.941	No	SelfReformer: Self-Refined Network with Transfor...	2022-05-23	Code
4	EVPv1	0.935	No	Explicit Visual Prompting for Low-Level Structur...	2023-03-20	Code
5	EVPv2	0.935	No	Explicit Visual Prompting for Universal Foregrou...	2023-05-29	Code
6	SelfReformer	0.935	No	SelfReformer: Self-Refined Network with Transfor...	2022-05-23	Code
7	F3Net	0.924	No	F3Net: Fusion, Feedback and Focus for Salient Ob...	2019-11-26	Code
8	LDF(ours)	0.924	No	Label Decoupling Framework for Salient Object De...	2020-08-25	Code
9	RCSB	0.921	No	Recursive Contour Saliency Blending Network for ...	2021-05-28	Code
10	F3Net	0.918	No	U$^2$-Net: Going Deeper with Nested U-Structure ...	2020-05-18	Code

#1SAM2-UNetSOTA
0.95
S-measure· 2024-08-16
SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation Code
#2FOCUS
0.943
S-measure· 2025-01-09
FOCUS: Towards Universal Foreground Segmentation Code
#3SelfReformer-SwinSOTA
0.941
S-measure· 2022-05-23
SelfReformer: Self-Refined Network with Transformer for Salient Object Detection Code
#4EVPv1
0.935
S-measure· 2023-03-20
Explicit Visual Prompting for Low-Level Structure Segmentations Code
#5EVPv2
0.935
S-measure· 2023-05-29
Explicit Visual Prompting for Universal Foreground Segmentations Code
#6SelfReformer
0.935
S-measure· 2022-05-23
SelfReformer: Self-Refined Network with Transformer for Salient Object Detection Code
#7F3NetSOTA
0.924
S-measure· 2019-11-26
F3Net: Fusion, Feedback and Focus for Salient Object Detection Code
#8LDF(ours)
0.924
S-measure· 2020-08-25
Label Decoupling Framework for Salient Object Detection Code
#9RCSB
0.921
S-measure· 2021-05-28
Recursive Contour Saliency Blending Network for Accurate Salient Object Detection Code
#10F3Net
0.918
S-measure· 2020-05-18
U$^2$-Net: Going Deeper with Nested U-Structure for Salient Object Detection Code