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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 341–350 of 364 papers

Title	Date	Tasks	Status	Hype
Deep Networks for Saliency Detection via Local Estimation and Global Search	Jun 1, 2015	ObjectSaliency Detection	—Unverified	0
Encoding Based Saliency Detection for Videos and Images	Jun 1, 2015	Action DetectionActivity Detection	—Unverified	0
Inner and Inter Label Propagation: Salient Object Detection in the Wild	May 27, 2015	Computational Efficiencyobject-detection	CodeCode Available	0
PISA: Pixelwise Image Saliency by Aggregating Complementary Appearance Contrast Measures with Edge-Preserving Coherence	May 13, 2015	Image SegmentationObject Recognition	—Unverified	0
Deep Learning for Object Saliency Detection and Image Segmentation	May 5, 2015	Deep LearningGPU	—Unverified	0
Unsupervised Video Analysis Based on a Spatiotemporal Saliency Detector	Mar 24, 2015	Anomaly DetectionForeground Segmentation	—Unverified	0
Improved Image Deblurring based on Salient-region Segmentation	Feb 28, 2015	DeblurringImage Deblurring	—Unverified	0
On the Distribution of Salient Objects in Web Images and its Influence on Salient Object Detection	Jan 10, 2015	Objectobject-detection	—Unverified	0
What is a salient object? A dataset and a baseline model for salient object detection	Dec 8, 2014	Objectobject-detection	—Unverified	0
Unsupervised Neural Architecture for Saliency Detection: Extended Version	Nov 18, 2014	Saliency 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