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	Score
A Weakly Supervised Learning Framework for Salient Object Detection via Hybrid Labels	Sep 7, 2022	object-detectionObject Detection	CodeCode Available	1	5
Deeply supervised salient object detection with short connections	Nov 15, 2016	Boundary DetectionObject	CodeCode Available	1	5
ANDA: A Novel Data Augmentation Technique Applied to Salient Object Detection	Oct 3, 2019	Data AugmentationImage Augmentation	CodeCode Available	0	5
Towards High-Resolution Salient Object Detection	Aug 20, 2019	Objectobject-detection	CodeCode Available	0	5
Unconstrained Salient Object Detection via Proposal Subset Optimization	Jun 1, 2016	Objectobject-detection	CodeCode Available	0	5
STC: A Simple to Complex Framework for Weakly-supervised Semantic Segmentation	Sep 10, 2015	object-detectionObject Detection	CodeCode Available	0	5
A Mutual Learning Method for Salient Object Detection With Intertwined Multi-Supervision	Jun 1, 2019	Contour DetectionEdge Detection	CodeCode Available	0	5
Structured Modeling of Joint Deep Feature and Prediction Refinement for Salient Object Detection	Sep 10, 2019	object-detectionObject Detection	CodeCode Available	0	5
Stacked Cross Refinement Network for Edge-Aware Salient Object Detection	Oct 1, 2019	AttributeEdge Detection	CodeCode Available	0	5
Attentive Feedback Network for Boundary-Aware Salient Object Detection	Jun 1, 2019	Objectobject-detection	CodeCode Available	0	5
Shifting More Attention to Video Salient Object Detection	Jun 1, 2019	Objectobject-detection	CodeCode Available	0	5
Amulet: Aggregating Multi-level Convolutional Features for Salient Object Detection	Aug 7, 2017	Objectobject-detection	CodeCode Available	0	5
SE2Net: Siamese Edge-Enhancement Network for Salient Object Detection	Mar 29, 2019	Objectobject-detection	CodeCode Available	0	5
Inner and Inter Label Propagation: Salient Object Detection in the Wild	May 27, 2015	Computational Efficiencyobject-detection	CodeCode Available	0	5
SaLite : A light-weight model for salient object detection	Dec 8, 2019	Anomaly DetectionDecoder	CodeCode Available	0	5
Semi-Supervised Video Salient Object Detection Using Pseudo-Labels	Aug 12, 2019	object-detectionRGB Salient Object Detection	CodeCode Available	0	5
Saliency Pattern Detection by Ranking Structured Trees	Oct 1, 2017	object-detectionObject Detection	CodeCode Available	0	5
Contrast Prior and Fluid Pyramid Integration for RGBD Salient Object Detection	Jun 1, 2019	object-detectionObject Detection	CodeCode Available	0	5
A Stagewise Refinement Model for Detecting Salient Objects in Images	Oct 1, 2017	object-detectionObject Detection	CodeCode Available	0	5
Reverse Attention for Salient Object Detection	Jul 26, 2018	Objectobject-detection	CodeCode Available	0	5
Salient Object Detection in the Deep Learning Era: An In-Depth Survey	Apr 19, 2019	AttributeObject	CodeCode Available	0	5
Recursive Multi-model Complementary Deep Fusion forRobust Salient Object Detection via Parallel Sub Networks	Aug 7, 2020	Diversityobject-detection	CodeCode Available	0	5
Real-Time Salient Object Detection With a Minimum Spanning Tree	Jun 1, 2016	Objectobject-detection	CodeCode Available	0	5
A Fixation-based 360° Benchmark Dataset for Salient Object Detection	Jan 22, 2020	object-detectionObject Detection	CodeCode Available	0	5
Progressively Complementarity-Aware Fusion Network for RGB-D Salient Object Detection	Jun 1, 2018	object-detectionObject Detection	CodeCode Available	0	5
Salient object detection on hyperspectral images using features learned from unsupervised segmentation task	Feb 28, 2019	ClusteringImage Segmentation	CodeCode Available	0	5
Pedestrian Detection in Thermal Images using Saliency Maps	Apr 15, 2019	Pedestrian DetectionRGB Salient Object Detection	CodeCode Available	0	5
Evaluating Salient Object Detection in Natural Images with Multiple Objects having Multi-level Saliency	Mar 19, 2020	Objectobject-detection	CodeCode Available	0	5
PiCANet: Learning Pixel-wise Contextual Attention for Saliency Detection	Aug 21, 2017	RGB Salient Object DetectionSaliency Detection	CodeCode Available	0	5
Employing Deep Part-Object Relationships for Salient Object Detection	Oct 1, 2019	Objectobject-detection	CodeCode Available	0	5
PDNet: Prior-model Guided Depth-enhanced Network for Salient Object Detection	Mar 23, 2018	object-detectionObject Detection	CodeCode Available	0	5
PiCANet: Pixel-wise Contextual Attention Learning for Accurate Saliency Detection	Dec 15, 2018	object-detectionObject Detection	CodeCode Available	0	5
cmSalGAN: RGB-D Salient Object Detection with Cross-View Generative Adversarial Networks	Dec 21, 2019	Edge DetectionGenerative Adversarial Network	CodeCode Available	0	5
EGNet:Edge Guidance Network for Salient Object Detection	Aug 22, 2019	Objectobject-detection	CodeCode Available	0	5
Cascaded Partial Decoder for Fast and Accurate Salient Object Detection	Apr 18, 2019	Camouflaged Object SegmentationDecoder	CodeCode Available	0	5
EGNet: Edge Guidance Network for Salient Object Detection	Oct 1, 2019	Camouflaged Object SegmentationCo-Salient Object Detection	CodeCode Available	0	5
A Novel Video Salient Object Detection Method via Semi-supervised Motion Quality Perception	Aug 7, 2020	object-detectionObject Detection	CodeCode Available	0	5
Progressive Attention Guided Recurrent Network for Salient Object Detection	Jun 1, 2018	Objectobject-detection	CodeCode Available	0	5
Motion Guided Attention for Video Salient Object Detection	Sep 16, 2019	Objectobject-detection	CodeCode Available	0	5
DNA: Deeply-supervised Nonlinear Aggregation for Salient Object Detection	Mar 28, 2019	object-detectionObject Detection	CodeCode Available	0	5
Memory-oriented Decoder for Light Field Salient Object Detection	Dec 1, 2019	Decoderobject-detection	CodeCode Available	0	5
LCNN: Low-level Feature Embedded CNN for Salient Object Detection	Aug 17, 2015	object-detectionObject Detection	CodeCode Available	0	5
Adaptive Fusion for RGB-D Salient Object Detection	Jan 5, 2019	Objectobject-detection	CodeCode Available	0	5
Hyperspectral Image Dataset for Benchmarking on Salient Object Detection	Jun 29, 2018	BenchmarkingObject	CodeCode Available	0	5
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	5
Learning Uncertain Convolutional Features for Accurate Saliency Detection	Aug 7, 2017	Decoderobject-detection	CodeCode Available	0	5
Non-Local Deep Features for Salient Object Detection	Jul 1, 2017	Objectobject-detection	CodeCode Available	0	5
Progressive Feature Polishing Network for Salient Object Detection	Nov 14, 2019	Objectobject-detection	CodeCode Available	0	5
Salient Object Detection with Purificatory Mechanism and Structural Similarity Loss	Dec 18, 2019	GPUobject-detection	CodeCode Available	0	5
Detect Globally, Refine Locally: A Novel Approach to Saliency Detection	Jun 1, 2018	object-detectionObject Detection	—Unverified	0	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	CPDR-L	mean E-Measure	0.93	—	Unverified
8	InSPyReNet	S-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)	S-Measure	0.87	—	Unverified
7	BiRefNet (DUTS, HRSOD)	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	BiRefNet (HRSOD, UHRSD)	S-Measure	0.96	—	Unverified
8	InSPyReNet (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 (HRSOD, UHRSD)	S-Measure	0.95	—	Unverified
5	BiRefNet (DUTS, 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