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
A Weakly Supervised Learning Framework for Salient Object Detection via Hybrid Labels	Sep 7, 2022	object-detectionObject Detection	CodeCode Available	1
Deeply supervised salient object detection with short connections	Nov 15, 2016	Boundary DetectionObject	CodeCode Available	1
Depthwise Non-local Module for Fast Salient Object Detection Using a Single Thread	Jan 22, 2020	CPUimage-classification	—Unverified	0
An Integration of Bottom-up and Top-Down Salient Cues on RGB-D Data: Saliency from Objectness vs. Non-Objectness	Jul 4, 2018	Objectobject-detection	—Unverified	0
Delving Into Salient Object Subitizing and Detection	Oct 1, 2017	Objectobject-detection	—Unverified	0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction via Self-supervision	Dec 1, 2019	object-detectionObject Detection	—Unverified	0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction With Self-Supervision	Sep 28, 2019	object-detectionObject Detection	—Unverified	0
DeepSaliency: Multi-Task Deep Neural Network Model for Salient Object Detection	Oct 19, 2015	Image SegmentationMulti-Task Learning	—Unverified	0
Deep Reasoning with Multi-Scale Context for Salient Object Detection	Jan 24, 2019	object-detectionObject Detection	—Unverified	0
Backtracking Spatial Pyramid Pooling (SPP)-based Image Classifier for Weakly Supervised Top-down Salient Object Detection	Nov 16, 2016	object-detectionObject Detection	—Unverified	0
Deep Level Sets for Salient Object Detection	Jul 1, 2017	Objectobject-detection	—Unverified	0
Detect Globally, Refine Locally: A Novel Approach to Saliency Detection	Jun 1, 2018	object-detectionObject Detection	—Unverified	0
A Classifier-guided Approach for Top-down Salient Object Detection	Apr 22, 2016	ClassificationGeneral Classification	—Unverified	0
Deep Contrast Learning for Salient Object Detection	Mar 7, 2016	Objectobject-detection	—Unverified	0
Automatic Salient Object Detection for Panoramic Images Using Region Growing and Fixation Prediction Model	Oct 10, 2017	Density Estimationobject-detection	—Unverified	0
Cross-layer Feature Pyramid Network for Salient Object Detection	Feb 25, 2020	Objectobject-detection	—Unverified	0
Improvised Salient Object Detection and Manipulation	Nov 10, 2015	Objectobject-detection	—Unverified	0
CPDR: Towards Highly-Efficient Salient Object Detection via Crossed Post-decoder Refinement	Jan 11, 2025	Decoderobject-detection	—Unverified	0
MSDNN: Multi-Scale Deep Neural Network for Salient Object Detection	Jan 12, 2018	Objectobject-detection	—Unverified	0
Multi-level Cross-modal Interaction Network for RGB-D Salient Object Detection	Jul 10, 2020	object-detectionObject Detection	—Unverified	0
Multi-Scale Saliency Detection using Dictionary Learning	Nov 19, 2016	Dictionary LearningGeneral Classification	—Unverified	0
10,000+ Times Accelerated Robust Subset Selection (ARSS)	Sep 12, 2014	10-shot image generationAction Recognition	—Unverified	0
How to Evaluate Foreground Maps?	Jun 1, 2014	object-detectionObject Detection	—Unverified	0
Attention-based Assisted Excitation for Salient Object Detection	Mar 31, 2020	Objectobject-detection	—Unverified	0
Contrast-Oriented Deep Neural Networks for Salient Object Detection	Mar 30, 2018	Objectobject-detection	—Unverified	0
HARF: Hierarchy-Associated Rich Features for Salient Object Detection	Dec 1, 2015	Objectobject-detection	—Unverified	0
Agile Amulet: Real-Time Salient Object Detection with Contextual Attention	Feb 20, 2018	object-detectionObject 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
Contextual Hypergraph Modelling for Salient Object Detection	Oct 22, 2013	Objectobject-detection	—Unverified	0
Flow Guided Recurrent Neural Encoder for Video Salient Object Detection	Jun 1, 2018	Objectobject-detection	—Unverified	0
Context Proposals for Saliency Detection	Jun 27, 2018	Objectobject-detection	—Unverified	0
Exploring Reciprocal Attention for Salient Object Detection by Cooperative Learning	Sep 18, 2019	Multi-Task Learningobject-detection	—Unverified	0
Exploring Image Enhancement for Salient Object Detection in Low Light Images	Jul 31, 2020	Image EnhancementObject	—Unverified	0
Exploiting the Value of the Center-dark Channel Prior for Salient Object Detection	May 14, 2018	object-detectionObject Detection	—Unverified	0
Generic Promotion of Diffusion-Based Salient Object Detection	Dec 1, 2015	ClusteringObject	—Unverified	0
Geodesic-based Salient Object Detection	Feb 26, 2013	Objectobject-detection	—Unverified	0
Coarse-to-Fine Salient Object Detection with Low-Rank Matrix Recovery	May 21, 2018	object-detectionObject Detection	—Unverified	0
A Bi-Directional Message Passing Model for Salient Object Detection	Jun 1, 2018	object-detectionObject Detection	—Unverified	0
Memory-Efficient Deep Salient Object Segmentation Networks on Gridized Superpixels	Dec 27, 2017	Objectobject-detection	—Unverified	0
Hierarchical Salient Object Detection for Assisted Grasping	Jan 16, 2017	ClusteringObject	—Unverified	0
Exploiting Color Name Space for Salient Object Detection	Mar 27, 2017	Objectobject-detection	—Unverified	0
CNN-based RGB-D Salient Object Detection: Learn, Select and Fuse	Sep 20, 2019	object-detectionObject Detection	—Unverified	0
HyperFusion-Net: Densely Reflective Fusion for Salient Object Detection	Apr 14, 2018	object-detectionObject Detection	—Unverified	0
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	0
Learning RGB-D Salient Object Detection using background enclosure, depth contrast, and top-down features	May 10, 2017	Objectobject-detection	—Unverified	0
Encoding Based Saliency Detection for Videos and Images	Jun 1, 2015	Action DetectionActivity Detection	—Unverified	0
Integrated Deep and Shallow Networks for Salient Object Detection	Jun 2, 2017	Objectobject-detection	—Unverified	0
An Unsupervised Game-Theoretic Approach to Saliency Detection	Aug 8, 2017	object-detectionObject Detection	—Unverified	0
Learning to Detect Salient Objects With Image-Level Supervision	Jul 1, 2017	Objectobject-detection	—Unverified	0
Learning Discriminative Feature with CRF for Unsupervised Video Object Segmentation	Aug 4, 2020	RGB Salient Object DetectionSemantic Segmentation	—Unverified	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