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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 171–180 of 364 papers

Title	Date	Tasks	Status	Hype
Indoor Scene Understanding in 2.5/3D for Autonomous Agents: A Survey	Mar 9, 2018	3D Reconstructionobject-detection	—Unverified	0
Learning to Predict Saliency on Face Images	Dec 1, 2015	Saliency DetectionSaliency Prediction	—Unverified	0
In defense of OSVOS	Aug 19, 2019	Depth EstimationObject	—Unverified	0
DeepSaliency: Multi-Task Deep Neural Network Model for Salient Object Detection	Oct 19, 2015	Image SegmentationMulti-Task Learning	—Unverified	0
Decoding Brain Representations by Multimodal Learning of Neural Activity and Visual Features	Oct 25, 2018	ClassificationEEG	—Unverified	0
Characterizing and Improving the Robustness of Self-Supervised Learning through Background Augmentations	Mar 23, 2021	Contrastive LearningData Augmentation	—Unverified	0
A Weighted Sparse Coding Framework for Saliency Detection	Jun 1, 2015	Saliency DetectionStereo Matching	—Unverified	0
AI Marker-based Large-scale AI Literature Mining	Nov 1, 2020	ClusteringLiterature Mining	—Unverified	0
Light Field Saliency Detection With Dual Local Graph Learning and Reciprocative Guidance	Jan 1, 2021	AllGraph Learning	—Unverified	0
Improved Image Deblurring based on Salient-region Segmentation	Feb 28, 2015	DeblurringImage Deblurring	—Unverified	0

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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