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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 161–170 of 364 papers

Title	Date	Tasks	Status	Hype
A Unified Two-Stage Group Semantics Propagation and Contrastive Learning Network for Co-Saliency Detection	Aug 13, 2022	Contrastive LearningSaliency Detection	—Unverified	0
Learning Background Invariance Improves Generalization and Robustness in Self-Supervised Learning on ImageNet and Beyond	Sep 28, 2021	Data AugmentationSaliency Detection	—Unverified	0
DeepACG: Co-Saliency Detection via Semantic-Aware Contrast Gromov-Wasserstein Distance	Jun 19, 2021	Saliency Detection	—Unverified	0
Instance-Level Salient Object Segmentation	Apr 12, 2017	Instance SegmentationObject	—Unverified	0
All in One: RGB, RGB-D, and RGB-T Salient Object Detection	Nov 23, 2023	Allobject-detection	—Unverified	0
Learning Optimal Seeds for Diffusion-based Salient Object Detection	Jun 1, 2014	Objectobject-detection	—Unverified	0
Light Field Saliency Detection With Dual Local Graph Learning and Reciprocative Guidance	Jan 1, 2021	AllGraph Learning	—Unverified	0
Light-weighted Saliency Detection with Distinctively Lower Memory Cost and Model Size	Jan 15, 2019	Saliency Detection	—Unverified	0
Learning to Detect Instance-level Salient Objects Using Complementary Image Labels	Nov 19, 2021	Boundary DetectionObject Localization	—Unverified	0
Inducing Stronger Object Representations in Deep Visual Trackers	Sep 25, 2019	ObjectSaliency 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