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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 71–80 of 364 papers

Title	Date	Tasks	Status	Hype
Adaptive Graph Convolutional Network with Attention Graph Clustering for Co-saliency Detection	Mar 13, 2020	ClusteringCo-Salient Object Detection	CodeCode Available	1
Unsupervised Discovery of Interpretable Directions in the GAN Latent Space	Feb 10, 2020	Saliency Detection	CodeCode Available	1
CAGNet: Content-Aware Guidance for Salient Object Detection	Nov 29, 2019	Objectobject-detection	CodeCode Available	1
Time-Series Anomaly Detection Service at Microsoft	Jun 10, 2019	Anomaly DetectionSaliency Detection	CodeCode Available	1
RGB-T Image Saliency Detection via Collaborative Graph Learning	May 16, 2019	Graph LearningSaliency Detection	CodeCode Available	1
Pyramid Feature Attention Network for Saliency detection	Mar 1, 2019	Saliency Detection	CodeCode Available	1
Sanity Checks for Saliency Maps	Oct 8, 2018	Edge DetectionSaliency Detection	CodeCode Available	1
Real Time Image Saliency for Black Box Classifiers	May 22, 2017	Saliency Detection	CodeCode Available	1
A Unified RGB-T Saliency Detection Benchmark: Dataset, Baselines, Analysis and A Novel Approach	Jan 11, 2017	Saliency Detection	CodeCode Available	1
Deeply supervised salient object detection with short connections	Nov 15, 2016	Boundary DetectionObject	CodeCode Available	1

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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