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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 21–30 of 364 papers

Title	Date	Tasks	Status	Hype
GreenSaliency: A Lightweight and Efficient Image Saliency Detection Method	Mar 30, 2024	Saliency DetectionSaliency Prediction	—Unverified	0
CosalPure: Learning Concept from Group Images for Robust Co-Saliency Detection	Mar 27, 2024	Adversarial AttackCo-Salient Object Detection	—Unverified	0
Extracting Human Attention through Crowdsourced Patch Labeling	Mar 22, 2024	image-classificationImage Classification	—Unverified	0
Finding Visual Saliency in Continuous Spike Stream	Mar 10, 2024	Saliency Detection	CodeCode Available	1
Auxiliary Tasks Enhanced Dual-affinity Learning for Weakly Supervised Semantic Segmentation	Mar 2, 2024	Auxiliary Learningimage-classification	—Unverified	0
Enhancing Protein Predictive Models via Proteins Data Augmentation: A Benchmark and New Directions	Mar 1, 2024	Data AugmentationSaliency Detection	—Unverified	0
Joint Attention-Guided Feature Fusion Network for Saliency Detection of Surface Defects	Feb 5, 2024	Defect DetectionSaliency Detection	—Unverified	0
A Saliency Enhanced Feature Fusion based multiscale RGB-D Salient Object Detection Network	Jan 22, 2024	object-detectionObject Detection	—Unverified	0
A Volumetric Saliency Guided Image Summarization for RGB-D Indoor Scene Classification	Jan 19, 2024	Saliency DetectionScene Classification	—Unverified	0
SAMF: Small-Area-Aware Multi-focus Image Fusion for Object Detection	Jan 16, 2024	Multi Focus Image Fusionobject-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