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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 311–320 of 364 papers

Title	Date	Tasks	Status	Hype
RGBD Salient Object Detection via Deep Fusion	Jul 12, 2016	Objectobject-detection	—Unverified	0
Exemplar-Driven Top-Down Saliency Detection via Deep Association	Jun 1, 2016	ObjectSaliency Detection	—Unverified	0
Saliency Guided Dictionary Learning for Weakly-Supervised Image Parsing	Jun 1, 2016	Dictionary LearningSaliency Detection	—Unverified	0
GraB: Visual Saliency via Novel Graph Model and Background Priors	Jun 1, 2016	Saliency DetectionSuperpixels	—Unverified	0
Quantitative Analysis of Saliency Models	May 31, 2016	Saliency Detection	—Unverified	0
Visual Saliency Based on Scale-Space Analysis in the Frequency Domain	May 6, 2016	Saliency DetectionVideo Saliency Detection	—Unverified	0
WEPSAM: Weakly Pre-Learnt Saliency Model	May 3, 2016	modelPrediction	—Unverified	0
A Review of Co-saliency Detection Technique: Fundamentals, Applications, and Challenges	Apr 24, 2016	Co-Salient Object DetectionSaliency Detection	—Unverified	0
Deep Saliency with Encoded Low level Distance Map and High Level Features	Apr 19, 2016	Deep LearningSaliency Detection	CodeCode Available	0
Visual saliency detection: a Kalman filter based approach	Apr 17, 2016	Saliency DetectionSaliency Prediction	—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