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Salient Object Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 11–20 of 527 papers

Title	Date	Tasks	Status	Hype	Score
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation	Sep 18, 2023	3D geometryDecoder	CodeCode Available	2	5
Explicit Visual Prompting for Low-Level Structure Segmentations	Mar 20, 2023	Camouflaged Object SegmentationDefocus Blur Detection	CodeCode Available	2	5
Seg-R1: Segmentation Can Be Surprisingly Simple with Reinforcement Learning	Jun 27, 2025	Foreground Segmentationobject-detection	CodeCode Available	2	5
A Unified Transformer Framework for Group-based Segmentation: Co-Segmentation, Co-Saliency Detection and Video Salient Object Detection	Mar 9, 2022	Co-Salient Object Detectionobject-detection	CodeCode Available	2	5
Accurate RGB-D Salient Object Detection via Collaborative Learning	Jul 23, 2020	Objectobject-detection	CodeCode Available	1	5
A Weakly Supervised Learning Framework for Salient Object Detection via Hybrid Labels	Sep 7, 2022	object-detectionObject Detection	CodeCode Available	1	5
An Interactively Reinforced Paradigm for Joint Infrared-Visible Image Fusion and Saliency Object Detection	May 17, 2023	Infrared And Visible Image Fusionobject-detection	CodeCode Available	1	5
An Energy-Based Prior for Generative Saliency	Apr 19, 2022	object-detectionObject Detection	CodeCode Available	1	5
ASOD60K: An Audio-Induced Salient Object Detection Dataset for Panoramic Videos	Jul 24, 2021	4kObject	CodeCode Available	1	5
BASNet: Boundary-Aware Salient Object Detection	Jun 1, 2019	Camouflaged Object SegmentationDecoder	CodeCode Available	1	5

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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	EVPv1	S-measure	0.94	—	Unverified
5	EVPv2	S-measure	0.94	—	Unverified
6	SelfReformer	S-measure	0.94	—	Unverified
7	F3Net	S-measure	0.92	—	Unverified
8	LDF(ours)	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	F3Net	S-measure	0.85	—	Unverified
9	RCSB	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	LDF	S-measure	0.84	—	Unverified
7	F3Net	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