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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 161–170 of 364 papers

Title	Date	Tasks	Status	Hype
A2dele: Adaptive and Attentive Depth Distiller for Efficient RGB-D Salient Object Detection	Jun 1, 2020	object-detectionObject Detection	CodeCode Available	1
Select, Supplement and Focus for RGB-D Saliency Detection	Jun 1, 2020	RGB-D Salient Object DetectionSaliency Detection	CodeCode Available	1
Learning Selective Self-Mutual Attention for RGB-D Saliency Detection	Jun 1, 2020	DecoderRGB-D Salient Object Detection	CodeCode Available	1
Interactive Two-Stream Decoder for Accurate and Fast Saliency Detection	Jun 1, 2020	DecoderSaliency Detection	CodeCode Available	1
Towards Mesh Saliency Detection in 6 Degrees of Freedom	May 27, 2020	Saliency Detection	—Unverified	0
Region Proposals for Saliency Map Refinement for Weakly-supervised Disease Localisation and Classification	May 21, 2020	ClassificationGeneral Classification	CodeCode Available	1
U^2-Net: Going Deeper with Nested U-Structure for Salient Object Detection	May 18, 2020	Dichotomous Image SegmentationGPU	CodeCode Available	3
Reproduction of Lateral Inhibition-Inspired Convolutional Neural Network for Visual Attention and Saliency Detection	May 5, 2020	ObjectSaliency Detection	CodeCode Available	1
Gradient-Induced Co-Saliency Detection	Apr 28, 2020	Co-Salient Object DetectionSaliency Detection	CodeCode Available	1
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders	Apr 13, 2020	RGB-D Salient Object DetectionSaliency Detection	CodeCode Available	1

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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