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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
Saliency Detection by Multi-Context Deep Learning	Jun 1, 2015	Deep Learningimage-classification	—Unverified	0
Saliency Detection via Cellular Automata	Jun 1, 2015	Saliency 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