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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 301–310 of 364 papers

Title	Date	Tasks	Status	Hype	Score
An Unsupervised Game-Theoretic Approach to Saliency Detection	Aug 8, 2017	object-detectionObject Detection	—Unverified	0	0
A novel graph structure for salient object detection based on divergence background and compact foreground	Nov 30, 2017	Objectobject-detection	—Unverified	0	0
Supervised Adversarial Networks for Image Saliency Detection	Apr 24, 2017	Generative Adversarial NetworkImage Generation	—Unverified	0	0
Weakly-supervised Salient Instance Detection	Sep 29, 2020	Boundary DetectionObject Localization	—Unverified	0	0
Weakly Supervised Salient Object Detection Using Image Labels	Mar 17, 2018	Objectobject-detection	—Unverified	0	0
Synergistic saliency and depth prediction for RGB-D saliency detection	Jul 3, 2020	Depth EstimationDepth Prediction	—Unverified	0	0
Synthetic Defocus and Look-Ahead Autofocus for Casual Videography	May 15, 2019	BIG-bench Machine LearningSaliency Detection	—Unverified	0	0
Adaptive Partial Differential Equation Learning for Visual Saliency Detection	Jun 1, 2014	Saliency Detection	—Unverified	0	0
Task-driven Webpage Saliency	Sep 1, 2018	PredictionSaliency Detection	—Unverified	0	0
Temporal-Spatial Feature Pyramid for Video Saliency Detection	May 10, 2021	DecoderSaliency Detection	—Unverified	0	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