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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 141–150 of 364 papers

Title	Date	Tasks	Status	Hype
Disentangle Saliency Detection into Cascaded Detail Modeling and Body Filling	Feb 8, 2022	object-detectionObject Detection	—Unverified	0
Spherical Convolution empowered FoV Prediction in 360-degree Video Multicast with Limited FoV Feedback	Jan 29, 2022	PredictionSaliency Detection	CodeCode Available	0
A novel attention model for salient structure detection in seismic volumes	Jan 17, 2022	Saliency DetectionSeismic Imaging	—Unverified	0
Arbitrary Handwriting Image Style Transfer	Jan 14, 2022	Image GenerationSaliency Detection	—Unverified	0
ImageSubject: A Large-scale Dataset for Subject Detection	Jan 9, 2022	object-detectionObject Detection	—Unverified	0
Multi-Source Uncertainty Mining for Deep Unsupervised Saliency Detection	Jan 1, 2022	Deep Learningobject-detection	—Unverified	0
Boosting RGB-D Saliency Detection by Leveraging Unlabeled RGB Images	Jan 1, 2022	Depth Estimationobject-detection	CodeCode Available	0
ST-MTL: Spatio-Temporal Multitask Learning Model to Predict Scanpath While Tracking Instruments in Robotic Surgery	Dec 10, 2021	Computational EfficiencyMulti-Task Learning	CodeCode Available	0
Transformer-based Network for RGB-D Saliency Detection	Dec 1, 2021	Saliency Detection	—Unverified	0
Joint Semantic Mining for Weakly Supervised RGB-D Salient Object Detection	Dec 1, 2021	object-detectionObject Detection	CodeCode Available	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