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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	Score
Modality-Guided Subnetwork for Salient Object Detection	Oct 10, 2021	AttributeDepth Estimation	—Unverified	0	0
Unsupervised Video Analysis Based on a Spatiotemporal Saliency Detector	Mar 24, 2015	Anomaly DetectionForeground Segmentation	—Unverified	0	0
Contour Loss: Boundary-Aware Learning for Salient Object Segmentation	Aug 6, 2019	GPUObject	—Unverified	0	0
Multi-modal Face Pose Estimation with Multi-task Manifold Deep Learning	Dec 18, 2017	Deep LearningDescriptive	—Unverified	0	0
Multi-Modal Hybrid Learning and Sequential Training for RGB-T Saliency Detection	Sep 13, 2023	Saliency Detection	—Unverified	0	0
Multi-Scale Saliency Detection using Dictionary Learning	Nov 19, 2016	Dictionary LearningGeneral Classification	—Unverified	0	0
Multi-Source Uncertainty Mining for Deep Unsupervised Saliency Detection	Jan 1, 2022	Deep Learningobject-detection	—Unverified	0	0
What is a salient object? A dataset and a baseline model for salient object detection	Dec 8, 2014	Objectobject-detection	—Unverified	0	0
Non-convex non-local flows for saliency detection	May 23, 2018	General Classificationimage-classification	—Unverified	0	0
Video Saliency Detection by 3D Convolutional Neural Networks	Jul 12, 2018	Objectobject-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