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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 181–190 of 364 papers

Title	Date	Tasks	Status	Hype
Decoding Brain Representations by Multimodal Learning of Neural Activity and Visual Features	Oct 25, 2018	ClassificationEEG	—Unverified	0
DeepACG: Co-Saliency Detection via Semantic-Aware Contrast Gromov-Wasserstein Distance	Jun 19, 2021	Saliency Detection	—Unverified	0
Deep Learning for Light Field Saliency Detection	Oct 1, 2019	Deep LearningSaliency Detection	—Unverified	0
Deep Learning for Object Saliency Detection and Image Segmentation	May 5, 2015	Deep LearningGPU	—Unverified	0
Deep Level Sets for Salient Object Detection	Jul 1, 2017	Objectobject-detection	—Unverified	0
Deeply-Supervised Recurrent Convolutional Neural Network for Saliency Detection	Aug 18, 2016	Saliency DetectionSaliency Prediction	—Unverified	0
Deep Networks for Saliency Detection via Local Estimation and Global Search	Jun 1, 2015	ObjectSaliency Detection	—Unverified	0
Deep Reasoning with Multi-Scale Context for Salient Object Detection	Jan 24, 2019	object-detectionObject Detection	—Unverified	0
DeepSaliency: Multi-Task Deep Neural Network Model for Salient Object Detection	Oct 19, 2015	Image SegmentationMulti-Task Learning	—Unverified	0
Deep saliency: What is learnt by a deep network about saliency?	Jan 12, 2018	Saliency 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