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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 71–80 of 364 papers

Title	Date	Tasks	Status	Hype
Promoting Saliency From Depth: Deep Unsupervised RGB-D Saliency Detection	May 15, 2022	object-detectionObject Detection	CodeCode Available	1
Salient Object Detection via Bounding-box Supervision	May 11, 2022	Objectobject-detection	—Unverified	0
Saliency map using features derived from spiking neural networks of primate visual cortex	May 2, 2022	Saliency Detection	—Unverified	0
Learning from Pixel-Level Noisy Label : A New Perspective for Light Field Saliency Detection	Apr 28, 2022	Saliency DetectionSaliency Prediction	CodeCode Available	1
Unsupervised Motor Imagery Saliency Detection Based on Self-Attention Mechanism	Apr 19, 2022	Brain Computer InterfaceEEG	—Unverified	0
Pyramidal Attention for Saliency Detection	Apr 14, 2022	Decoderobject-detection	CodeCode Available	1
Pyramid Grafting Network for One-Stage High Resolution Saliency Detection	Apr 11, 2022	4k8k	CodeCode Available	1
Fast Hybrid Image Retargeting	Mar 25, 2022	Image RetargetingSaliency Detection	—Unverified	0
Weakly-Supervised Salient Object Detection Using Point Supervision	Mar 22, 2022	Objectobject-detection	CodeCode Available	1
InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene Understanding	Mar 15, 2022	Boundary DetectionHuman Parsing	CodeCode Available	2

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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