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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 41–50 of 364 papers

Title	Date	Tasks	Status	Hype
Visual Saliency Transformer	Apr 25, 2021	Boundary DetectionDecoder	CodeCode Available	1
Weakly Supervised Video Salient Object Detection	Apr 6, 2021	Objectobject-detection	CodeCode Available	1
Few-Cost Salient Object Detection with Adversarial-Paced Learning	Apr 5, 2021	Objectobject-detection	CodeCode Available	1
Deep RGB-D Saliency Detection with Depth-Sensitive Attention and Automatic Multi-Modal Fusion	Mar 22, 2021	object-detectionObject Detection	CodeCode Available	1
Triple-cooperative Video Shadow Detection	Mar 11, 2021	Saliency DetectionSemantic Segmentation	CodeCode Available	1
Densely Deformable Efficient Salient Object Detection Network	Feb 12, 2021	Objectobject-detection	CodeCode Available	1
Scene Context-Aware Salient Object Detection	Jan 1, 2021	Objectobject-detection	CodeCode Available	1
DS-Net: Dynamic Spatiotemporal Network for Video Salient Object Detection	Dec 9, 2020	Decoderobject-detection	CodeCode Available	1
ICNet: Intra-saliency Correlation Network for Co-Saliency Detection	Dec 1, 2020	Saliency Detection	CodeCode Available	1
Learning Selective Mutual Attention and Contrast for RGB-D Saliency Detection	Oct 12, 2020	object-detectionObject 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