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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 31–40 of 364 papers

Title	Date	Tasks	Status	Hype
MutualFormer: Multi-Modality Representation Learning via Cross-Diffusion Attention	Dec 2, 2021	Object DetectionRepresentation Learning	CodeCode Available	1
Light Field Saliency Detection with Dual Local Graph Learning andReciprocative Guidance	Oct 2, 2021	Graph LearningSaliency Detection	CodeCode Available	1
Summarize and Search: Learning Consensus-aware Dynamic Convolution for Co-Saliency Detection	Oct 1, 2021	Co-Salient Object DetectionSaliency Detection	CodeCode Available	1
RGB-D Saliency Detection via Cascaded Mutual Information Minimization	Sep 15, 2021	Saliency DetectionThermal Image Segmentation	CodeCode Available	1
Specificity-preserving RGB-D Saliency Detection	Aug 18, 2021	Decoderobject-detection	CodeCode Available	1
Leveraging Auxiliary Tasks with Affinity Learning for Weakly Supervised Semantic Segmentation	Jul 25, 2021	Auxiliary Learningimage-classification	CodeCode Available	1
ASOD60K: An Audio-Induced Salient Object Detection Dataset for Panoramic Videos	Jul 24, 2021	4kObject	CodeCode Available	1
P2T: Pyramid Pooling Transformer for Scene Understanding	Jun 22, 2021	image-classificationImage Classification	CodeCode Available	1
From Semantic Categories to Fixations: A Novel Weakly-Supervised Visual-Auditory Saliency Detection Approach	Jun 19, 2021	Saliency DetectionVideo Saliency Detection	CodeCode Available	1
Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic Segmentation	May 19, 2021	ObjectSaliency 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