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Saliency Detection

Saliency Detection is a preprocessing step in computer vision which aims at finding salient objects in an image.

Source: An Unsupervised Game-Theoretic Approach to Saliency Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 261–270 of 364 papers

Title	Date	Tasks	Status	Hype
Unsupervised image saliency detection with Gestalt-laws guided optimization and visual attention based refinement	Feb 14, 2018	object-detectionObject Detection	CodeCode Available	0
Feature Decomposition Based Saliency Detection in Electron Cryo-Tomograms	Jan 31, 2018	Saliency DetectionSegmentation	—Unverified	0
Deep saliency: What is learnt by a deep network about saliency?	Jan 12, 2018	Saliency Detection	—Unverified	0
Context aware saliency map generation using semantic segmentation	Dec 31, 2017	General Classificationimage-classification	—Unverified	0
Multi-modal Face Pose Estimation with Multi-task Manifold Deep Learning	Dec 18, 2017	Deep LearningDescriptive	—Unverified	0
Variational Laws of Visual Attention for Dynamic Scenes	Dec 1, 2017	Saliency DetectionScanpath prediction	CodeCode Available	0
A novel graph structure for salient object detection based on divergence background and compact foreground	Nov 30, 2017	Objectobject-detection	—Unverified	0
An Iterative Co-Saliency Framework for RGBD Images	Nov 4, 2017	Co-Salient Object DetectionSaliency Detection	—Unverified	0
Robust Saliency Detection via Fusing Foreground and Background Priors	Nov 1, 2017	object-detectionObject Detection	—Unverified	0
Co-saliency Detection for RGBD Images Based on Multi-constraint Feature Matching and Cross Label Propagation	Oct 14, 2017	Co-Salient Object DetectionSaliency Detection	—Unverified	0

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All datasets DUT-OMRON HKU-IS CAT2000 DUTS-test ECSSD PASCAL Context PASCAL-S

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	UCF	MAE	0.12	—	Unverified
2	U2-Net+	MAE	0.06	—	Unverified
3	U2-Net	MAE	0.05	—	Unverified
4	LDF(ours)	MAE	0.05	—	Unverified
5	Pyramid Feature Attention	MAE	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	U2-Net+	MAE	0.04	—	Unverified
2	Pyramid Feature Attention	MAE	0.03	—	Unverified
3	LDF(ours)	MAE	0.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SUM	AUC	0.89	—	Unverified
2	EYMOL	AUC	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Pyramid Feature Attention	MAE	0.04	—	Unverified
2	PFAN [zhao2019pyramid] (+) PRN	MAE	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Pyramid Feature Attention	MAE	0.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InvPT	max_F1	84.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Pyramid Feature Attention	MAE	0.07	—	Unverified