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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 281–290 of 364 papers

Title	Date	Tasks	Status	Hype	Score
A Deep Learning Based Fast Image Saliency Detection Algorithm	Feb 1, 2016	Deep LearningSaliency Detection	—Unverified	0	0
A Unified Two-Stage Group Semantics Propagation and Contrastive Learning Network for Co-Saliency Detection	Aug 13, 2022	Contrastive LearningSaliency Detection	—Unverified	0	0
A Self-Paced Multiple-Instance Learning Framework for Co-Saliency Detection	Dec 1, 2015	Co-Salient Object DetectionMultiple Instance Learning	—Unverified	0	0
A Saliency Enhanced Feature Fusion based multiscale RGB-D Salient Object Detection Network	Jan 22, 2024	object-detectionObject Detection	—Unverified	0	0
Self-attention in Vision Transformers Performs Perceptual Grouping, Not Attention	Mar 2, 2023	Saliency Detection	—Unverified	0	0
Self-Attention Recurrent Network for Saliency Detection	Aug 5, 2018	Saliency Detection	—Unverified	0	0
Self-explanatory Deep Salient Object Detection	Aug 18, 2017	Objectobject-detection	—Unverified	0	0
A Review of Co-saliency Detection Technique: Fundamentals, Applications, and Challenges	Apr 24, 2016	Co-Salient Object DetectionSaliency Detection	—Unverified	0	0
SG-FCN: A Motion and Memory-Based Deep Learning Model for Video Saliency Detection	Sep 21, 2018	Saliency DetectionVideo Saliency Detection	—Unverified	0	0
Show, Attend and Translate: Unsupervised Image Translation with Self-Regularization and Attention	Jun 16, 2018	Data AugmentationDomain Adaptation	—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