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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 301–310 of 364 papers

Title	Date	Tasks	Status	Hype
Saliency Detection via Graph-Based Manifold Ranking	Jun 1, 2013	Saliency DetectionSuperpixels	—Unverified	0
Saliency Detection With Fully Convolutional Neural Network	Jun 24, 2019	ColorizationSaliency Detection	—Unverified	0
Saliency detection with moving camera via background model completion	Oct 30, 2021	Foreground SegmentationSaliency Detection	—Unverified	0
Saliency Detection with Spaces of Background-based Distribution	Mar 17, 2016	Saliency Detection	—Unverified	0
Saliency-Driven Versatile Video Coding for Neural Object Detection	Mar 11, 2022	DecoderObject	—Unverified	0
Saliency Guided Dictionary Learning for Weakly-Supervised Image Parsing	Jun 1, 2016	Dictionary LearningSaliency Detection	—Unverified	0
Personalized Saliency and its Prediction	Oct 9, 2017	PredictionSaliency Detection	CodeCode Available	0
PiCANet: Learning Pixel-wise Contextual Attention for Saliency Detection	Aug 21, 2017	RGB Salient Object DetectionSaliency Detection	CodeCode Available	0
PiCANet: Pixel-wise Contextual Attention Learning for Accurate Saliency Detection	Dec 15, 2018	object-detectionObject Detection	CodeCode Available	0
DeepCO3: Deep Instance Co-Segmentation by Co-Peak Search and Co-Saliency Detection	Jun 1, 2019	Co-Salient Object DetectionSaliency 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