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Salient Object Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 261–270 of 527 papers

Title	Date	Tasks	Status	Hype
Exploring Reciprocal Attention for Salient Object Detection by Cooperative Learning	Sep 18, 2019	Multi-Task Learningobject-detection	—Unverified	0
External Prompt Features Enhanced Parameter-efficient Fine-tuning for Salient Object Detection	Apr 23, 2024	Decoderobject-detection	—Unverified	0
Fast Video Salient Object Detection via Spatiotemporal Knowledge Distillation	Oct 20, 2020	Knowledge DistillationObject	—Unverified	0
FIPGNet:Pyramid grafting network with feature interaction strategies	Jul 4, 2024	Objectobject-detection	—Unverified	0
Flow Guided Recurrent Neural Encoder for Video Salient Object Detection	Jun 1, 2018	Objectobject-detection	—Unverified	0
Flyweight FLIM Networks for Salient Object Detection in Biomedical Images	Apr 15, 2025	Decoderobject-detection	—Unverified	0
Generalised Co-Salient Object Detection	Aug 20, 2022	Co-Salient Object DetectionObject	—Unverified	0
Generic Promotion of Diffusion-Based Salient Object Detection	Dec 1, 2015	ClusteringObject	—Unverified	0
Geodesic-based Salient Object Detection	Feb 26, 2013	Objectobject-detection	—Unverified	0
Geometry-Aware 3D Salient Object Detection Network	Feb 23, 2025	Objectobject-detection	—Unverified	0

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All datasets ECSSD PASCAL-S HKU-IS DUT-OMRON DUTS-TE SOD

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	S-measure	0.95	—	Unverified
2	FOCUS	S-measure	0.94	—	Unverified
3	SelfReformer-Swin	S-measure	0.94	—	Unverified
4	EVPv2	S-measure	0.94	—	Unverified
5	SelfReformer	S-measure	0.94	—	Unverified
6	EVPv1	S-measure	0.94	—	Unverified
7	LDF(ours)	S-measure	0.92	—	Unverified
8	F3Net	S-measure	0.92	—	Unverified
9	RCSB	S-measure	0.92	—	Unverified
10	F3Net	S-measure	0.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FOCUS	S-measure	0.9	—	Unverified
2	SAM2-UNet	S-measure	0.89	—	Unverified
3	EVPv2	S-measure	0.88	—	Unverified
4	EVPv1	S-measure	0.88	—	Unverified
5	SelfReformer-Swin	S-measure	0.88	—	Unverified
6	SelfReformer	S-measure	0.87	—	Unverified
7	LDF(ours)	S-measure	0.86	—	Unverified
8	RCSB	S-measure	0.85	—	Unverified
9	F3Net	S-measure	0.85	—	Unverified
10	F3Net	S-measure	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	S-measure	0.94	—	Unverified
2	FOCUS	S-measure	0.94	—	Unverified
3	SelfReformer-Swin	S-measure	0.93	—	Unverified
4	EVPv1	S-measure	0.93	—	Unverified
5	SelfReformer	S-measure	0.93	—	Unverified
6	LDF	S-measure	0.92	—	Unverified
7	RCSB	S-measure	0.92	—	Unverified
8	F3Net	S-measure	0.92	—	Unverified
9	U2Net	MAE	0.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	S-measure	0.88	—	Unverified
2	FOCUS	S-measure	0.87	—	Unverified
3	EVPv2	S-measure	0.86	—	Unverified
4	SelfReformer-Swin	S-measure	0.86	—	Unverified
5	SelfReformer	S-measure	0.86	—	Unverified
6	F3Net	S-measure	0.84	—	Unverified
7	LDF	S-measure	0.84	—	Unverified
8	RCSB	S-measure	0.82	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	Smeasure	0.93	—	Unverified
2	FOCUS	Smeasure	0.93	—	Unverified
3	SelfReformer-Swin	Smeasure	0.92	—	Unverified
4	EVPv2	Smeasure	0.92	—	Unverified
5	SelfReformer	Smeasure	0.91	—	Unverified
6	LDF(ResNet-50)	Smeasure	0.89	—	Unverified
7	F3Net	Smeasure	0.89	—	Unverified
8	RCSB	Smeasure	0.88	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	U2-Net+	Fwβ	0.7	—	Unverified