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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 281–290 of 364 papers

Title	Date	Tasks	Status	Hype
Learning Uncertain Convolutional Features for Accurate Saliency Detection	Aug 7, 2017	Decoderobject-detection	CodeCode Available	0
Region-Based Multiscale Spatiotemporal Saliency for Video	Aug 4, 2017	Saliency Detection	—Unverified	0
Graph-Theoretic Spatiotemporal Context Modeling for Video Saliency Detection	Jul 25, 2017	Saliency DetectionVideo Saliency Detection	—Unverified	0
Group-wise Deep Co-saliency Detection	Jul 24, 2017	Co-Salient Object DetectionObject Discovery	—Unverified	0
Non-Local Deep Features for Salient Object Detection	Jul 1, 2017	Objectobject-detection	CodeCode Available	0
Deep Level Sets for Salient Object Detection	Jul 1, 2017	Objectobject-detection	—Unverified	0
Learning to Detect Salient Objects With Image-Level Supervision	Jul 1, 2017	Objectobject-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
Saliency detection by aggregating complementary background template with optimization framework	Jun 14, 2017	Saliency Detection	—Unverified	0
Hierarchical Cellular Automata for Visual Saliency	May 26, 2017	Saliency Detection	CodeCode Available	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