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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 341–350 of 364 papers

Title	Date	Tasks	Status	Hype
A Plug-and-play Scheme to Adapt Image Saliency Deep Model for Video Data	Aug 2, 2020	Saliency DetectionVideo Saliency Detection	CodeCode Available	0
Joint Learning of Saliency Detection and Weakly Supervised Semantic Segmentation	Sep 9, 2019	Multi-Task LearningSaliency Detection	CodeCode Available	0
Unsupervised image saliency detection with Gestalt-laws guided optimization and visual attention based refinement	Feb 14, 2018	object-detectionObject Detection	CodeCode Available	0
A Deep Learning Framework for Visual Attention Prediction and Analysis of News Interfaces	Mar 21, 2025	Saliency DetectionSaliency Prediction	CodeCode Available	0
Saliency detection based on structural dissimilarity induced by image quality assessment model	May 24, 2019	Image Quality AssessmentSaliency Detection	CodeCode Available	0
Explainable Image Quality Assessment for Medical Imaging	Mar 25, 2023	Image Quality AssessmentObject	CodeCode Available	0
Saliency Detection by Forward and Backward Cues in Deep-CNNs	Mar 1, 2017	ObjectSaliency Detection	CodeCode Available	0
ViDSOD-100: A New Dataset and a Baseline Model for RGB-D Video Salient Object Detection	Jun 18, 2024	object-detectionObject Detection	CodeCode Available	0
Towards High-Resolution Salient Object Detection	Aug 20, 2019	Objectobject-detection	CodeCode Available	0
Visual Saliency Detection Based on Multiscale Deep CNN Features	Sep 7, 2016	Saliency Detection	CodeCode Available	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