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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 241–250 of 364 papers

Title	Date	Tasks	Status	Hype
Video Saliency Detection by 3D Convolutional Neural Networks	Jul 12, 2018	Objectobject-detection	—Unverified	0
Hyperspectral Image Dataset for Benchmarking on Salient Object Detection	Jun 29, 2018	BenchmarkingObject	CodeCode Available	0
Context Proposals for Saliency Detection	Jun 27, 2018	Objectobject-detection	—Unverified	0
Show, Attend and Translate: Unsupervised Image Translation with Self-Regularization and Attention	Jun 16, 2018	Data AugmentationDomain Adaptation	—Unverified	0
Detect Globally, Refine Locally: A Novel Approach to Saliency Detection	Jun 1, 2018	object-detectionObject Detection	—Unverified	0
A Bi-Directional Message Passing Model for Salient Object Detection	Jun 1, 2018	object-detectionObject Detection	—Unverified	0
Flow Guided Recurrent Neural Encoder for Video Salient Object Detection	Jun 1, 2018	Objectobject-detection	—Unverified	0
Learning to Promote Saliency Detectors	Jun 1, 2018	Saliency DetectionSmall Data Image Classification	CodeCode Available	0
Non-convex non-local flows for saliency detection	May 23, 2018	General Classificationimage-classification	—Unverified	0
Coarse-to-Fine Salient Object Detection with Low-Rank Matrix Recovery	May 21, 2018	object-detectionObject 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