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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 261–270 of 364 papers

Title	Date	Tasks	Status	Hype
Non-rigid Object Tracking via Deep Multi-scale Spatial-temporal Discriminative Saliency Maps	Feb 22, 2018	ObjectObject Tracking	—Unverified	0
ViS-HuD: Using Visual Saliency to Improve Human Detection with Convolutional Neural Networks	Feb 21, 2018	Human Detectionimage-classification	—Unverified	0
Salient Object Detection by Lossless Feature Reflection	Feb 19, 2018	Objectobject-detection	—Unverified	0
Unsupervised image saliency detection with Gestalt-laws guided optimization and visual attention based refinement	Feb 14, 2018	object-detectionObject Detection	CodeCode Available	0
Feature Decomposition Based Saliency Detection in Electron Cryo-Tomograms	Jan 31, 2018	Saliency DetectionSegmentation	—Unverified	0
Deep saliency: What is learnt by a deep network about saliency?	Jan 12, 2018	Saliency Detection	—Unverified	0
Context aware saliency map generation using semantic segmentation	Dec 31, 2017	General Classificationimage-classification	—Unverified	0
Multi-modal Face Pose Estimation with Multi-task Manifold Deep Learning	Dec 18, 2017	Deep LearningDescriptive	—Unverified	0
Variational Laws of Visual Attention for Dynamic Scenes	Dec 1, 2017	Saliency DetectionScanpath prediction	CodeCode Available	0
A novel graph structure for salient object detection based on divergence background and compact foreground	Nov 30, 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