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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 61–70 of 364 papers

Title	Date	Tasks	Status	Hype	Score
Light Field Salient Object Detection: A Review and Benchmark	Oct 10, 2020	BenchmarkingObject	CodeCode Available	1	5
Light Field Saliency Detection with Dual Local Graph Learning andReciprocative Guidance	Oct 2, 2021	Graph LearningSaliency Detection	CodeCode Available	1	5
Accurate RGB-D Salient Object Detection via Collaborative Learning	Jul 23, 2020	Objectobject-detection	CodeCode Available	1	5
Simultaneous Image-to-Zero and Zero-to-Noise: Diffusion Models with Analytical Image Attenuation	Jun 23, 2023	DenoisingEdge Detection	CodeCode Available	1	5
ICNet: Intra-saliency Correlation Network for Co-Saliency Detection	Dec 1, 2020	Saliency Detection	CodeCode Available	1	5
MutualFormer: Multi-Modality Representation Learning via Cross-Diffusion Attention	Dec 2, 2021	Object DetectionRepresentation Learning	CodeCode Available	1	5
ASOD60K: An Audio-Induced Salient Object Detection Dataset for Panoramic Videos	Jul 24, 2021	4kObject	CodeCode Available	1	5
Deep RGB-D Saliency Detection with Depth-Sensitive Attention and Automatic Multi-Modal Fusion	Mar 22, 2021	object-detectionObject Detection	CodeCode Available	1	5
AIM 2024 Challenge on Video Saliency Prediction: Methods and Results	Sep 23, 2024	Saliency DetectionSaliency Prediction	CodeCode Available	1	5
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders	Apr 13, 2020	RGB-D Salient Object DetectionSaliency Detection	CodeCode Available	1	5

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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