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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 141–150 of 364 papers

Title	Date	Tasks	Status	Hype
An Analysis of Object Representations in Deep Visual Trackers	Jan 8, 2020	ObjectSaliency Detection	—Unverified	0
A Deep Learning Based Fast Image Saliency Detection Algorithm	Feb 1, 2016	Deep LearningSaliency Detection	—Unverified	0
DeepSaliency: Multi-Task Deep Neural Network Model for Salient Object Detection	Oct 19, 2015	Image SegmentationMulti-Task Learning	—Unverified	0
Deep Reasoning with Multi-Scale Context for Salient Object Detection	Jan 24, 2019	object-detectionObject Detection	—Unverified	0
Deep Networks for Saliency Detection via Local Estimation and Global Search	Jun 1, 2015	ObjectSaliency Detection	—Unverified	0
A Volumetric Saliency Guided Image Summarization for RGB-D Indoor Scene Classification	Jan 19, 2024	Saliency DetectionScene Classification	—Unverified	0
A multilayer backpropagation saliency detection algorithm and its applications	Mar 26, 2018	object-detectionObject Detection	—Unverified	0
Deeply-Supervised Recurrent Convolutional Neural Network for Saliency Detection	Aug 18, 2016	Saliency DetectionSaliency Prediction	—Unverified	0
Auxiliary Tasks Enhanced Dual-affinity Learning for Weakly Supervised Semantic Segmentation	Mar 2, 2024	Auxiliary Learningimage-classification	—Unverified	0
Deep Level Sets for Salient Object Detection	Jul 1, 2017	Objectobject-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