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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 221–230 of 364 papers

Title	Date	Tasks	Status	Hype
PiCANet: Pixel-wise Contextual Attention Learning for Accurate Saliency Detection	Dec 15, 2018	object-detectionObject Detection	CodeCode Available	0
Improving Landmark Recognition using Saliency detection and Feature classification	Nov 30, 2018	ClassificationGeneral Classification	CodeCode Available	0
Quality-Aware Multimodal Saliency Detection via Deep Reinforcement Learning	Nov 27, 2018	Decision MakingDecoder	—Unverified	0
Global and Local Sensitivity Guided Key Salient Object Re-augmentation for Video Saliency Detection	Nov 19, 2018	Decision Makingfeature selection	—Unverified	0
HSCS: Hierarchical Sparsity Based Co-saliency Detection for RGBD Images	Nov 16, 2018	Co-Salient Object DetectionSaliency Detection	—Unverified	0
Decoding Brain Representations by Multimodal Learning of Neural Activity and Visual Features	Oct 25, 2018	ClassificationEEG	—Unverified	0
Salient Object Detection in Video using Deep Non-Local Neural Networks	Oct 16, 2018	object-detectionObject Detection	—Unverified	0
Sanity Checks for Saliency Maps	Oct 8, 2018	Edge DetectionSaliency Detection	CodeCode Available	1
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

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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