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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 321–330 of 364 papers

Title	Date	Tasks	Status	Hype
Recurrent Attentional Networks for Saliency Detection	Apr 12, 2016	Saliency Detection	—Unverified	0
Saliency Detection with Spaces of Background-based Distribution	Mar 17, 2016	Saliency Detection	—Unverified	0
Saliency Detection for Improving Object Proposals	Mar 14, 2016	Objectobject-detection	—Unverified	0
Saliency Detection combining Multi-layer Integration algorithm with background prior and energy function	Mar 5, 2016	Saliency Detection	—Unverified	0
A Deep Learning Based Fast Image Saliency Detection Algorithm	Feb 1, 2016	Deep LearningSaliency Detection	—Unverified	0
Learning to Predict Saliency on Face Images	Dec 1, 2015	Saliency DetectionSaliency Prediction	—Unverified	0
Cluster-Based Point Set Saliency	Dec 1, 2015	ClusteringInterest Point Detection	—Unverified	0
A Self-Paced Multiple-Instance Learning Framework for Co-Saliency Detection	Dec 1, 2015	Co-Salient Object DetectionMultiple Instance Learning	—Unverified	0
Adaptive Exponential Smoothing for Online Filtering of Pixel Prediction Maps	Dec 1, 2015	PredictionSaliency Detection	—Unverified	0
Exploiting Egocentric Object Prior for 3D Saliency Detection	Nov 9, 2015	ObjectSaliency 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