Salient Object Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 226–250 of 527 papers

Title	Date	Tasks	Status
Integrated Deep and Shallow Networks for Salient Object Detection	Jun 2, 2017	Objectobject-detection	—Unverified
Interactive Context-Aware Network for RGB-T Salient Object Detection	Nov 11, 2022	object-detectionObject Detection	—Unverified
CosalPure: Learning Concept from Group Images for Robust Co-Saliency Detection	Mar 27, 2024	Adversarial AttackCo-Salient Object Detection	—Unverified
Guided Focal Stack Refinement Network for Light Field Salient Object Detection	May 9, 2023	object-detectionObject Detection	—Unverified
Co-Salient Object Detection With Uncertainty-Aware Group Exchange-Masking	Jan 1, 2023	Co-Salient Object DetectionDecoder	—Unverified
Attention-based Assisted Excitation for Salient Object Detection	Mar 31, 2020	Objectobject-detection	—Unverified
Guidance and Teaching Network for Video Salient Object Detection	May 21, 2021	GPUObject	—Unverified
GroupTransNet: Group Transformer Network for RGB-D Salient Object Detection	Mar 21, 2022	object-detectionObject Detection	—Unverified
Co-Salient Object Detection with Semantic-Level Consensus Extraction and Dispersion	Sep 14, 2023	Co-Salient Object DetectionDecoder	—Unverified
A Bi-Directional Message Passing Model for Salient Object Detection	Jun 1, 2018	object-detectionObject Detection	—Unverified
Co-salient Object Detection Based on Deep Saliency Networks and Seed Propagation over an Integrated Graph	Jun 29, 2017	Co-Salient Object Detectionobject-detection	—Unverified
Large-Field Contextual Feature Learning for Glass Detection	Sep 10, 2022	object-detectionObject Detection	—Unverified
LC3Net: Ladder context correlation complementary network for salient object detection	Oct 21, 2021	DecoderDiversity	—Unverified
Geometry-Aware 3D Salient Object Detection Network	Feb 23, 2025	Objectobject-detection	—Unverified
A Spatial-Temporal Dual-Mode Mixed Flow Network for Panoramic Video Salient Object Detection	Oct 13, 2023	Objectobject-detection	—Unverified
Geodesic-based Salient Object Detection	Feb 26, 2013	Objectobject-detection	—Unverified
Generic Promotion of Diffusion-Based Salient Object Detection	Dec 1, 2015	ClusteringObject	—Unverified
ROSA: Robust Salient Object Detection against Adversarial Attacks	May 9, 2019	Objectobject-detection	—Unverified
Generalised Co-Salient Object Detection	Aug 20, 2022	Co-Salient Object DetectionObject	—Unverified
Learning RGB-D Salient Object Detection using background enclosure, depth contrast, and top-down features	May 10, 2017	Objectobject-detection	—Unverified
Contrast-Oriented Deep Neural Networks for Salient Object Detection	Mar 30, 2018	Objectobject-detection	—Unverified
Modality-Guided Subnetwork for Salient Object Detection	Oct 10, 2021	AttributeDepth Estimation	—Unverified
Modality Prompts for Arbitrary Modality Salient Object Detection	May 6, 2024	Objectobject-detection	—Unverified
Multistep feature aggregation framework for salient object detection	Nov 12, 2022	Objectobject-detection	—Unverified
Flyweight FLIM Networks for Salient Object Detection in Biomedical Images	Apr 15, 2025	Decoderobject-detection	—Unverified

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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