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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 181–190 of 364 papers

Title	Date	Tasks	Status	Hype
Towards Mesh Saliency Detection in 6 Degrees of Freedom	May 27, 2020	Saliency Detection	—Unverified	0
Contrast-weighted Dictionary Learning Based Saliency Detection for Remote Sensing Images	Apr 6, 2020	Dictionary Learningobject-detection	—Unverified	0
Evaluating Salient Object Detection in Natural Images with Multiple Objects having Multi-level Saliency	Mar 19, 2020	Objectobject-detection	CodeCode Available	0
Revisiting Saliency Metrics: Farthest-Neighbor Area Under Curve	Feb 24, 2020	QuantizationSaliency Detection	CodeCode Available	0
An Analysis of Object Representations in Deep Visual Trackers	Jan 8, 2020	ObjectSaliency Detection	—Unverified	0
A General Framework for Saliency Detection Methods	Dec 27, 2019	Saliency Detection	—Unverified	0
cmSalGAN: RGB-D Salient Object Detection with Cross-View Generative Adversarial Networks	Dec 21, 2019	Edge DetectionGenerative Adversarial Network	CodeCode Available	0
SaLite : A light-weight model for salient object detection	Dec 8, 2019	Anomaly DetectionDecoder	CodeCode Available	0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction via Self-supervision	Dec 1, 2019	object-detectionObject Detection	—Unverified	0
Memory-oriented Decoder for Light Field Salient Object Detection	Dec 1, 2019	Decoderobject-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