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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 191–200 of 364 papers

Title	Date	Tasks	Status	Hype
Deep Unsupervised Saliency Detection: A Multiple Noisy Labeling Perspective	Mar 29, 2018	BenchmarkingSaliency Detection	—Unverified	0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction via Self-supervision	Dec 1, 2019	object-detectionObject Detection	—Unverified	0
Detect Globally, Refine Locally: A Novel Approach to Saliency Detection	Jun 1, 2018	object-detectionObject Detection	—Unverified	0
Contrast-weighted Dictionary Learning Based Saliency Detection for Remote Sensing Images	Apr 6, 2020	Dictionary Learningobject-detection	—Unverified	0
Disentangle Saliency Detection into Cascaded Detail Modeling and Body Filling	Feb 8, 2022	object-detectionObject Detection	—Unverified	0
DSAL-GAN: Denoising based Saliency Prediction with Generative Adversarial Networks	Apr 2, 2019	DenoisingGenerative Adversarial Network	—Unverified	0
DUT-LFSaliency: Versatile Dataset and Light Field-to-RGB Saliency Detection	Dec 30, 2020	Saliency Detection	—Unverified	0
Edge Preserving and Multi-Scale Contextual Neural Network for Salient Object Detection	Aug 29, 2016	Objectobject-detection	—Unverified	0
Encoding Based Saliency Detection for Videos and Images	Jun 1, 2015	Action DetectionActivity Detection	—Unverified	0
Enhancing Protein Predictive Models via Proteins Data Augmentation: A Benchmark and New Directions	Mar 1, 2024	Data AugmentationSaliency 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