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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 331–340 of 364 papers

Title	Date	Tasks	Status	Hype
DeepSaliency: Multi-Task Deep Neural Network Model for Salient Object Detection	Oct 19, 2015	Image SegmentationMulti-Task Learning	—Unverified	0
LooseCut: Interactive Image Segmentation with Loosely Bounded Boxes	Jul 11, 2015	Image SegmentationObject	—Unverified	0
Towards Effective Codebookless Model for Image Classification	Jul 9, 2015	ClassificationGeneral Classification	—Unverified	0
Saliency Detection via Cellular Automata	Jun 1, 2015	Saliency Detection	—Unverified	0
Co-Saliency Detection via Looking Deep and Wide	Jun 1, 2015	Co-Salient Object DetectionImage Retrieval	—Unverified	0
Salient Object Detection via Bootstrap Learning	Jun 1, 2015	Objectobject-detection	—Unverified	0
Saliency Propagation From Simple to Difficult	Jun 1, 2015	Saliency Detection	—Unverified	0
A Weighted Sparse Coding Framework for Saliency Detection	Jun 1, 2015	Saliency DetectionStereo Matching	—Unverified	0
Saliency Detection by Multi-Context Deep Learning	Jun 1, 2015	Deep Learningimage-classification	—Unverified	0
Robust Saliency Detection via Regularized Random Walks Ranking	Jun 1, 2015	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