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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 291–300 of 364 papers

Title	Date	Tasks	Status	Hype	Score
SiaTrans: Siamese Transformer Network for RGB-D Salient Object Detection with Depth Image Classification	Jul 9, 2022	image-classificationImage Classification	—Unverified	0	0
Sketch2Saliency: Learning to Detect Salient Objects from Human Drawings	Mar 20, 2023	Image CaptioningRetrieval	—Unverified	0	0
SMCL: Saliency Masked Contrastive Learning for Long-tailed Recognition	Jun 4, 2024	Contrastive LearningSaliency Detection	—Unverified	0	0
A Reverse Hierarchy Model for Predicting Eye Fixations	Apr 11, 2014	Image Super-ResolutionSaliency Detection	—Unverified	0	0
Spectrum-inspired Low-light Image Translation for Saliency Detection	Mar 17, 2023	Depth EstimationRobot Navigation	—Unverified	0	0
Salient Instance Segmentation with Region and Box-level Annotations	Aug 19, 2020	Instance Segmentationobject-detection	—Unverified	0	0
SRAGAN: Saliency Regularized and Attended Generative Adversarial Network for Chinese Ink-wash Painting Generation	Apr 24, 2024	Generative Adversarial NetworkImage Stylization	—Unverified	0	0
Statistical Textural Distinctiveness for Salient Region Detection in Natural Images	Jun 1, 2013	Saliency Detection	—Unverified	0	0
Weakly-Supervised Saliency Detection via Salient Object Subitizing	Jan 4, 2021	Objectobject-detection	—Unverified	0	0
Submodular Salient Region Detection	Jun 1, 2013	Saliency 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