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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 231–240 of 364 papers

Title	Date	Tasks	Status	Hype
Salient Object Detection in Video using Deep Non-Local Neural Networks	Oct 16, 2018	object-detectionObject Detection	—Unverified	0
SG-FCN: A Motion and Memory-Based Deep Learning Model for Video Saliency Detection	Sep 21, 2018	Saliency DetectionVideo Saliency Detection	—Unverified	0
Video Smoke Detection Based on Deep Saliency Network	Sep 8, 2018	Fire DetectionSaliency Detection	—Unverified	0
Saliency Detection in 360Â° Videos	Sep 1, 2018	Saliency DetectionVideo Saliency Detection	—Unverified	0
Task-driven Webpage Saliency	Sep 1, 2018	PredictionSaliency Detection	—Unverified	0
Unsupervised CNN-based Co-Saliency Detection with Graphical Optimization	Sep 1, 2018	Co-Salient Object DetectionSaliency Detection	—Unverified	0
Saliency Detection via Bidirectional Absorbing Markov Chain	Aug 25, 2018	Saliency DetectionSuperpixels	—Unverified	0
Surface Defect Saliency of Magnetic Tile	Aug 24, 2018	Anomaly DetectionDefect Detection	CodeCode Available	0
Unsupervised learning of foreground object detection	Aug 14, 2018	Image SegmentationObject	—Unverified	0
Self-Attention Recurrent Network for Saliency Detection	Aug 5, 2018	Saliency Detection	—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