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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 151–160 of 364 papers

Title	Date	Tasks	Status	Hype
Deep Level Sets for Salient Object Detection	Jul 1, 2017	Objectobject-detection	—Unverified	0
Deep Learning for Object Saliency Detection and Image Segmentation	May 5, 2015	Deep LearningGPU	—Unverified	0
Automatic Salient Object Detection for Panoramic Images Using Region Growing and Fixation Prediction Model	Oct 10, 2017	Density Estimationobject-detection	—Unverified	0
Learning to Explore Intrinsic Saliency for Stereoscopic Video	Jun 1, 2019	Saliency DetectionSaliency Prediction	—Unverified	0
Learning to Predict Saliency on Face Images	Dec 1, 2015	Saliency DetectionSaliency Prediction	—Unverified	0
Deep Learning for Light Field Saliency Detection	Oct 1, 2019	Deep LearningSaliency Detection	—Unverified	0
Adaptive Partial Differential Equation Learning for Visual Saliency Detection	Jun 1, 2014	Saliency Detection	—Unverified	0
Joint Attention-Guided Feature Fusion Network for Saliency Detection of Surface Defects	Feb 5, 2024	Defect DetectionSaliency Detection	—Unverified	0
A Unified Two-Stage Group Semantics Propagation and Contrastive Learning Network for Co-Saliency Detection	Aug 13, 2022	Contrastive LearningSaliency Detection	—Unverified	0
DeepACG: Co-Saliency Detection via Semantic-Aware Contrast Gromov-Wasserstein Distance	Jun 19, 2021	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