Salient Object Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 527 papers

Title	Date	Tasks	Status	Hype
GCoNet+: A Stronger Group Collaborative Co-Salient Object Detector	May 30, 2022	Co-Salient Object DetectionObject	CodeCode Available	4
Memory-aided Contrastive Consensus Learning for Co-salient Object Detection	Feb 28, 2023	Co-Salient Object Detectionobject-detection	CodeCode Available	4
SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation	Aug 16, 2024	Image SegmentationMarine Animal Segmentation	CodeCode Available	3
U^2-Net: Going Deeper with Nested U-Structure for Salient Object Detection	May 18, 2020	Dichotomous Image SegmentationGPU	CodeCode Available	3
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection	Sep 20, 2022	Dichotomous Image SegmentationObject Detection	CodeCode Available	3
Diving into Underwater: Segment Anything Model Guided Underwater Salient Instance Segmentation and A Large-scale Dataset	Jun 10, 2024	Instance SegmentationSalient Object Detection	CodeCode Available	2
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
Multi-Scale and Detail-Enhanced Segment Anything Model for Salient Object Detection	Aug 8, 2024	object-detectionObject Detection	CodeCode Available	2
Explicit Visual Prompting for Universal Foreground Segmentations	May 29, 2023	Camouflaged Object SegmentationDefocus Blur Detection	CodeCode Available	2
Seg-R1: Segmentation Can Be Surprisingly Simple with Reinforcement Learning	Jun 27, 2025	Foreground Segmentationobject-detection	CodeCode Available	2
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation	Sep 18, 2023	3D geometryDecoder	CodeCode Available	2
Explicit Visual Prompting for Low-Level Structure Segmentations	Mar 20, 2023	Camouflaged Object SegmentationDefocus Blur Detection	CodeCode Available	2
FOCUS: Towards Universal Foreground Segmentation	Jan 9, 2025	Camouflaged Object SegmentationDefocus Blur Detection	CodeCode Available	2
Samba: A Unified Mamba-based Framework for General Salient Object Detection	Jan 1, 2025	Mambaobject-detection	CodeCode Available	2
An Energy-Based Prior for Generative Saliency	Apr 19, 2022	object-detectionObject Detection	CodeCode Available	1
Accurate RGB-D Salient Object Detection via Collaborative Learning	Jul 23, 2020	Objectobject-detection	CodeCode Available	1
BiconNet: An Edge-preserved Connectivity-based Approach for Salient Object Detection	Feb 27, 2021	object-detectionObject Detection	CodeCode Available	1
BBS-Net: RGB-D Salient Object Detection with a Bifurcated Backbone Strategy Network	Aug 1, 2020	object-detectionObject Detection	CodeCode Available	1
Bifurcated backbone strategy for RGB-D salient object detection	Jul 6, 2020	Objectobject-detection	CodeCode Available	1
Benchmarking Deep Models for Salient Object Detection	Feb 7, 2022	BenchmarkingObject	CodeCode Available	1
Bilateral Attention Network for RGB-D Salient Object Detection	Apr 30, 2020	GPUObject	CodeCode Available	1
ASOD60K: An Audio-Induced Salient Object Detection Dataset for Panoramic Videos	Jul 24, 2021	4kObject	CodeCode Available	1
A lightweight multi-scale context network for salient object detection in optical remote sensing images	May 18, 2022	object-detectionObject Detection	CodeCode Available	1
Alignment-Free RGB-T Salient Object Detection: A Large-scale Dataset and Progressive Correlation Network	Dec 19, 2024	object-detectionObject Detection	CodeCode Available	1
Adapting Segment Anything Model to Multi-modal Salient Object Detection with Semantic Feature Fusion Guidance	Aug 27, 2024	Decoderobject-detection	CodeCode Available	1

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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