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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 351–364 of 364 papers

Title	Date	Tasks	Status	Hype
Crowd Saliency Detection via Global Similarity Structure	Oct 14, 2014	Saliency Detection	—Unverified	0
Hierarchical Saliency Detection on Extended CSSD	Aug 11, 2014	Saliency Detection	—Unverified	0
Adaptive Partial Differential Equation Learning for Visual Saliency Detection	Jun 1, 2014	Saliency Detection	—Unverified	0
Saliency Detection on Light Field	Jun 1, 2014	Saliency Detection	—Unverified	0
Learning Optimal Seeds for Diffusion-based Salient Object Detection	Jun 1, 2014	Objectobject-detection	—Unverified	0
A Reverse Hierarchy Model for Predicting Eye Fixations	Apr 11, 2014	Image Super-ResolutionSaliency Detection	—Unverified	0
Characterness: An Indicator of Text in the Wild	Sep 25, 2013	Saliency DetectionScene Text Detection	—Unverified	0
PISA: Pixelwise Image Saliency by Aggregating Complementary Appearance Contrast Measures with Spatial Priors	Jun 1, 2013	Image SegmentationObject Recognition	—Unverified	0
Statistical Textural Distinctiveness for Salient Region Detection in Natural Images	Jun 1, 2013	Saliency Detection	—Unverified	0
Submodular Salient Region Detection	Jun 1, 2013	Saliency Detection	—Unverified	0
Hierarchical Saliency Detection	Jun 1, 2013	Saliency Detection	—Unverified	0
Saliency Detection via Graph-Based Manifold Ranking	Jun 1, 2013	Saliency DetectionSuperpixels	—Unverified	0
Geodesic-based Salient Object Detection	Feb 26, 2013	Objectobject-detection	—Unverified	0
Towards Holistic Scene Understanding: Feedback Enabled Cascaded Classification Models	Dec 1, 2010	ClassificationDepth Estimation	—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