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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
Self-explanatory Deep Salient Object Detection	Aug 18, 2017	Objectobject-detection	—Unverified	0
Deep Edge-Aware Saliency Detection	Aug 15, 2017	DescriptiveSaliency Detection	CodeCode Available	0
An Unsupervised Game-Theoretic Approach to Saliency Detection	Aug 8, 2017	object-detectionObject Detection	—Unverified	0
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
Deep Level Sets for Salient Object Detection	Jul 1, 2017	Objectobject-detection	—Unverified	0
Non-Local Deep Features for Salient Object Detection	Jul 1, 2017	Objectobject-detection	CodeCode Available	0
Learning to Detect Salient Objects With Image-Level Supervision	Jul 1, 2017	Objectobject-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