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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 281–290 of 364 papers

Title	Date	Tasks	Status	Hype
RGBD Salient Object Detection via Deep Fusion	Jul 12, 2016	Objectobject-detection	—Unverified	0
RGB Guided ToF Imaging System: A Survey of Deep Learning-based Methods	May 16, 2024	Depth CompletionFace Anti-Spoofing	—Unverified	0
Robust Saliency Detection via Fusing Foreground and Background Priors	Nov 1, 2017	object-detectionObject Detection	—Unverified	0
Robust Saliency Detection via Regularized Random Walks Ranking	Jun 1, 2015	Saliency Detection	—Unverified	0
SalFAU-Net: Saliency Fusion Attention U-Net for Salient Object Detection	May 5, 2024	Autonomous DrivingDecoder	—Unverified	0
Arbitrary Handwriting Image Style Transfer	Jan 14, 2022	Image GenerationSaliency Detection	—Unverified	0
HDR image watermarking using saliency detection and quantization index modulation	Feb 22, 2023	object-detectionObject Detection	—Unverified	0
Saliency detection by aggregating complementary background template with optimization framework	Jun 14, 2017	Saliency Detection	—Unverified	0
Saliency Detection by Multi-Context Deep Learning	Jun 1, 2015	Deep Learningimage-classification	—Unverified	0
Saliency Detection combining Multi-layer Integration algorithm with background prior and energy function	Mar 5, 2016	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