RGB Salient Object Detection

RGB Salient object detection is a task-based on a visual attention mechanism, in which algorithms aim to explore objects or regions more attentive than the surrounding areas on the scene or RGB images.

( Image credit: Attentive Feedback Network for Boundary-Aware Salient Object Detection )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–100 of 222 papers

Title	Date	Tasks	Status	Hype
Structure-measure: A New Way to Evaluate Foreground Maps	Aug 2, 2017	Objectobject-detection	CodeCode Available	1
Deeply supervised salient object detection with short connections	Nov 15, 2016	Boundary DetectionObject	CodeCode Available	1
CPDR: Towards Highly-Efficient Salient Object Detection via Crossed Post-decoder Refinement	Jan 11, 2025	Decoderobject-detection	—Unverified	0
C^4Net: Contextual Compression and Complementary Combination Network for Salient Object Detection	Oct 22, 2021	object-detectionObject Detection	—Unverified	0
Saliency Detection via Global Context Enhanced Feature Fusion and Edge Weighted Loss	Oct 13, 2021	DecoderObject	—Unverified	0
DyStaB: Unsupervised Object Segmentation via Dynamic-Static Bootstrapping	Aug 16, 2020	Continual LearningObject	—Unverified	0
Rethinking of the Image Salient Object Detection: Object-level Semantic Saliency Re-ranking First, Pixel-wise Saliency Refinement Latter	Aug 10, 2020	Objectobject-detection	—Unverified	0
Recursive Multi-model Complementary Deep Fusion forRobust Salient Object Detection via Parallel Sub Networks	Aug 7, 2020	Diversityobject-detection	CodeCode Available	0
Knowing Depth Quality In Advance: A Depth Quality Assessment Method For RGB-D Salient Object Detection	Aug 7, 2020	object-detectionObject Detection	CodeCode Available	0
A Deeper Look at Salient Object Detection: Bi-stream Network with a Small Training Dataset	Aug 7, 2020	4kobject-detection	—Unverified	0
A Novel Video Salient Object Detection Method via Semi-supervised Motion Quality Perception	Aug 7, 2020	object-detectionObject Detection	CodeCode Available	0
Learning Discriminative Feature with CRF for Unsupervised Video Object Segmentation	Aug 4, 2020	RGB Salient Object DetectionSemantic Segmentation	—Unverified	0
Exploring Image Enhancement for Salient Object Detection in Low Light Images	Jul 31, 2020	Image EnhancementObject	—Unverified	0
TENet: Triple Excitation Network for Video Salient Object Detection	Jul 20, 2020	Objectobject-detection	—Unverified	0
Multi-level Cross-modal Interaction Network for RGB-D Salient Object Detection	Jul 10, 2020	object-detectionObject Detection	—Unverified	0
Salient Object Detection Combining a Self-attention Module and a Feature Pyramid Network	Apr 30, 2020	Objectobject-detection	—Unverified	0
Attention-based Assisted Excitation for Salient Object Detection	Mar 31, 2020	Objectobject-detection	—Unverified	0
Evaluating Salient Object Detection in Natural Images with Multiple Objects having Multi-level Saliency	Mar 19, 2020	Objectobject-detection	CodeCode Available	0
Cross-layer Feature Pyramid Network for Salient Object Detection	Feb 25, 2020	Objectobject-detection	—Unverified	0
Saliency Enhancement using Gradient Domain Edges Merging	Feb 11, 2020	Edge Detectionobject-detection	—Unverified	0
Depthwise Non-local Module for Fast Salient Object Detection Using a Single Thread	Jan 22, 2020	CPUimage-classification	—Unverified	0
A Fixation-based 360° Benchmark Dataset for Salient Object Detection	Jan 22, 2020	object-detectionObject Detection	CodeCode Available	0
Neural ODEs for Image Segmentation with Level Sets	Dec 25, 2019	Deep LearningImage Segmentation	—Unverified	0
cmSalGAN: RGB-D Salient Object Detection with Cross-View Generative Adversarial Networks	Dec 21, 2019	Edge DetectionGenerative Adversarial Network	CodeCode Available	0
Salient Object Detection with Purificatory Mechanism and Structural Similarity Loss	Dec 18, 2019	GPUobject-detection	CodeCode Available	0
Boundary-Aware Salient Object Detection via Recurrent Two-Stream Guided Refinement Network	Dec 11, 2019	object-detectionObject Detection	—Unverified	0
SaLite : A light-weight model for salient object detection	Dec 8, 2019	Anomaly DetectionDecoder	CodeCode Available	0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction via Self-supervision	Dec 1, 2019	object-detectionObject Detection	—Unverified	0
Memory-oriented Decoder for Light Field Salient Object Detection	Dec 1, 2019	Decoderobject-detection	CodeCode Available	0
Progressive Feature Polishing Network for Salient Object Detection	Nov 14, 2019	Objectobject-detection	CodeCode Available	0
ANDA: A Novel Data Augmentation Technique Applied to Salient Object Detection	Oct 3, 2019	Data AugmentationImage Augmentation	CodeCode Available	0
Employing Deep Part-Object Relationships for Salient Object Detection	Oct 1, 2019	Objectobject-detection	CodeCode Available	0
EGNet: Edge Guidance Network for Salient Object Detection	Oct 1, 2019	Camouflaged Object SegmentationCo-Salient Object Detection	CodeCode Available	0
Stacked Cross Refinement Network for Edge-Aware Salient Object Detection	Oct 1, 2019	AttributeEdge Detection	CodeCode Available	0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction With Self-Supervision	Sep 28, 2019	object-detectionObject Detection	—Unverified	0
CNN-based RGB-D Salient Object Detection: Learn, Select and Fuse	Sep 20, 2019	object-detectionObject Detection	—Unverified	0
Exploring Reciprocal Attention for Salient Object Detection by Cooperative Learning	Sep 18, 2019	Multi-Task Learningobject-detection	—Unverified	0
Masking Salient Object Detection, a Mask Region-based Convolutional Neural Network Analysis for Segmentation of Salient Objects	Sep 17, 2019	object-detectionObject Detection	—Unverified	0
Motion Guided Attention for Video Salient Object Detection	Sep 16, 2019	Objectobject-detection	CodeCode Available	0
Distortion-adaptive Salient Object Detection in 360^ Omnidirectional Images	Sep 11, 2019	Benchmarkingobject-detection	—Unverified	0
Structured Modeling of Joint Deep Feature and Prediction Refinement for Salient Object Detection	Sep 10, 2019	object-detectionObject Detection	CodeCode Available	0
EGNet:Edge Guidance Network for Salient Object Detection	Aug 22, 2019	Objectobject-detection	CodeCode Available	0
Towards High-Resolution Salient Object Detection	Aug 20, 2019	Objectobject-detection	CodeCode Available	0
Semi-Supervised Video Salient Object Detection Using Pseudo-Labels	Aug 12, 2019	object-detectionRGB Salient Object Detection	CodeCode Available	0
Edge-guided Non-local Fully Convolutional Network for Salient Object Detection	Aug 7, 2019	object-detectionObject Detection	—Unverified	0
OGNet: Salient Object Detection with Output-guided Attention Module	Jul 17, 2019	Objectobject-detection	—Unverified	0
Region Refinement Network for Salient Object Detection	Jun 27, 2019	Objectobject-detection	—Unverified	0
Nested Network with Two-Stream Pyramid for Salient Object Detection in Optical Remote Sensing Images	Jun 20, 2019	DecoderObject	—Unverified	0
A Mutual Learning Method for Salient Object Detection With Intertwined Multi-Supervision	Jun 1, 2019	Contour DetectionEdge Detection	CodeCode Available	0
Attentive Feedback Network for Boundary-Aware Salient Object Detection	Jun 1, 2019	Objectobject-detection	CodeCode Available	0

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All datasets DUTS-TE DUT-OMRON ECSSD HKU-IS HRSOD PASCAL-S DAVIS-S UHRSD ISTD SBU / SBU-Refine SOC UCF

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BiRefNet (DUTS, HRSOD, UHRSD)	S-Measure	0.94	—	Unverified
2	BiRefNet (DUTS, UHRSD)	S-Measure	0.94	—	Unverified
3	BiRefNet (DUTS)	S-Measure	0.94	—	Unverified
4	BiRefNet (DUTS, HRSOD)	S-Measure	0.94	—	Unverified
5	C4Net	mean E-Measure	0.94	—	Unverified
6	BiRefNet (HRSOD, UHRSD)	S-Measure	0.93	—	Unverified
7	InSPyReNet	S-Measure	0.93	—	Unverified
8	CPDR-L	mean E-Measure	0.93	—	Unverified
9	M3Net-S	S-Measure	0.93	—	Unverified
10	TRACER-TE7	S-Measure	0.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CPDR-L	mean E-Measure	0.88	—	Unverified
2	BiRefNet (DUTS, HRSOD, UHRSD)	S-Measure	0.88	—	Unverified
3	BiRefNet (DUTS, UHRSD)	S-Measure	0.88	—	Unverified
4	InSPyReNet	S-Measure	0.88	—	Unverified
5	M3Net-S	S-Measure	0.87	—	Unverified
6	BiRefNet (DUTS, HRSOD)	S-Measure	0.87	—	Unverified
7	BiRefNet (DUTS)	S-Measure	0.87	—	Unverified
8	C4Net	mean E-Measure	0.87	—	Unverified
9	BiRefNet (HRSOD, UHRSD)	S-Measure	0.86	—	Unverified
10	TRACER-TE7	S-Measure	0.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	M3Net-S	S-Measure	0.95	—	Unverified
2	PoolNet (VGG-16)	F-measure	0.95	—	Unverified
3	InSPyReNet	S-Measure	0.94	—	Unverified
4	TRACER-TE7	S-Measure	0.94	—	Unverified
5	CFDN	S-Measure	0.93	—	Unverified
6	M3Net-R	S-Measure	0.93	—	Unverified
7	DSS (Res2Net-50)	F-measure	0.93	—	Unverified
8	UCNet-CVAE	S-Measure	0.92	—	Unverified
9	CPD-R (ResNet50)	F-measure	0.92	—	Unverified
10	HybridSOD	S-Measure	0.89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InSPyReNet	S-Measure	0.94	—	Unverified
2	M3Net-S	S-Measure	0.94	—	Unverified
3	PoolNet (VGG-16)	F-measure	0.94	—	Unverified
4	TRACER-TE7	S-Measure	0.93	—	Unverified
5	M3Net-R	S-Measure	0.93	—	Unverified
6	UCNet-CVAE	S-Measure	0.92	—	Unverified
7	UCNet-ABP	S-Measure	0.92	—	Unverified
8	DSS (Res2Net-50)	F-measure	0.91	—	Unverified
9	CPD-R (ResNet50)	F-measure	0.89	—	Unverified
10	HybridSOD	S-Measure	0.89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PDFNet (HRSOD,UHRSD)	S-Measure	0.96	—	Unverified
2	BiRefNet (DUTS, HRSOD, UHRSD)	S-Measure	0.96	—	Unverified
3	BiRefNet (DUTS, HRSOD)	S-Measure	0.96	—	Unverified
4	InSPyReNet (DUTS, HRSOD)	S-Measure	0.96	—	Unverified
5	BiRefNet (DUTS, UHRSD)	S-Measure	0.96	—	Unverified
6	BiRefNet (DUTS)	S-Measure	0.96	—	Unverified
7	InSPyReNet (HRSOD, UHRSD)	S-Measure	0.96	—	Unverified
8	BiRefNet (HRSOD, UHRSD)	S-Measure	0.96	—	Unverified
9	InSPyReNet	S-Measure	0.95	—	Unverified
10	PGNet (HRSOD, UHRSD)	S-Measure	0.94	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CFDN	S-Measure	0.89	—	Unverified
2	InSPyReNet	S-Measure	0.89	—	Unverified
3	M3Net-S	S-Measure	0.89	—	Unverified
4	TRACER-TE7	S-Measure	0.88	—	Unverified
5	PoolNet (VGG-16)	F-measure	0.88	—	Unverified
6	M3Net-R	S-Measure	0.87	—	Unverified
7	DSS (Res2Net-50)	F-measure	0.84	—	Unverified
8	HybridSOD	S-Measure	0.83	—	Unverified
9	CPD-R (ResNet50)	F-measure	0.82	—	Unverified
10	BASNet	MAE	0.08	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BiRefNet (HRSOD, UHRSD)	S-measure	0.98	—	Unverified
2	BiRefNet (DUTS, HRSOD, UHRSD)	S-measure	0.98	—	Unverified
3	BiRefNet (DUTS, UHRSD)	S-measure	0.98	—	Unverified
4	BiRefNet (DUTS, HRSOD)	S-measure	0.97	—	Unverified
5	InSPyReNet (DUTS, HRSOD)	S-measure	0.97	—	Unverified
6	BiRefNet (DUTS)	S-measure	0.97	—	Unverified
7	InSPyReNet	S-measure	0.96	—	Unverified
8	PGNet (HRSOD, UHRSD)	S-measure	0.95	—	Unverified
9	PGNet (DUTS, HRSOD)	S-measure	0.95	—	Unverified
10	PGNet	S-measure	0.94	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BiRefNet (DUTS, HRSOD, UHRSD)	S-Measure	0.96	—	Unverified
2	PDFNet (HRSOD, UHRSD)	S-Measure	0.95	—	Unverified
3	InSPyReNet (HRSOD, UHRSD)	S-Measure	0.95	—	Unverified
4	BiRefNet (DUTS, UHRSD)	S-Measure	0.95	—	Unverified
5	BiRefNet (HRSOD, UHRSD)	S-Measure	0.95	—	Unverified
6	BiRefNet (DUTS, HRSOD)	S-Measure	0.94	—	Unverified
7	InSPyReNet (DUTS, HRSOD)	S-Measure	0.94	—	Unverified
8	PGNet (HRSOD, UHRSD)	S-Measure	0.94	—	Unverified
9	InSPyReNet	S-Measure	0.93	—	Unverified
10	BiRefNet (DUTS)	S-Measure	0.93	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DSS	Balanced Error Rate	10.48	—	Unverified
2	scGAN	Balanced Error Rate	8.98	—	Unverified
3	DSC	Balanced Error Rate	8.24	—	Unverified
4	NLDF	Balanced Error Rate	7.5	—	Unverified
5	JDR	Balanced Error Rate	7.35	—	Unverified
6	BMPM	Balanced Error Rate	7.1	—	Unverified
7	CPD	Balanced Error Rate	6.76	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	scGAN	Balanced Error Rate	9.1	—	Unverified
2	JDR	Balanced Error Rate	8.14	—	Unverified
3	NLDF	Balanced Error Rate	7.02	—	Unverified
4	DSS	Balanced Error Rate	7	—	Unverified
5	BMPM	Balanced Error Rate	6.17	—	Unverified
6	DSC	Balanced Error Rate	5.59	—	Unverified
7	CPD	Balanced Error Rate	4.19	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PiCANet	Average MAE	0.13	—	Unverified
2	AFNet	Average MAE	0.12	—	Unverified
3	NLDF	Average MAE	0.11	—	Unverified
4	SCRN	Average MAE	0.1	—	Unverified
5	BASNet	Average MAE	0.09	—	Unverified
6	UCNet-APB	Average MAE	0.09	—	Unverified
7	UCNet-CVAE	Average MAE	0.09	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	scGAN	Balanced Error Rate	11.5	—	Unverified
2	JDR	Balanced Error Rate	11.23	—	Unverified
3	DSS	Balanced Error Rate	10.56	—	Unverified
4	DSC	Balanced Error Rate	8.1	—	Unverified
5	BMPM	Balanced Error Rate	8.09	—	Unverified
6	NLDF	Balanced Error Rate	7.69	—	Unverified
7	CPD	Balanced Error Rate	7.21	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BASNet	MAE	0.11	—	Unverified
2	BMPM	MAE	0.11	—	Unverified
3	PoolNet (VGG-16)	MAE	0.1	—	Unverified