Saliency Prediction

A saliency map is a model that predicts eye fixations on a visual scene. Saliency prediction is informed by the human visual attention mechanism and predicts the possibility of the human eyes to stay in a certain position in the scene.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 111–120 of 268 papers

Title	Date	Tasks	Status	Hype
SVAM: Saliency-guided Visual Attention Modeling by Autonomous Underwater Robots	Nov 12, 2020	object-detectionObject Detection	CodeCode Available	1
A Psychophysical Oriented Saliency Map Prediction Model	Nov 8, 2020	modelPrediction	—Unverified	0
RSKDD-Net: Random Sample-based Keypoint Detector and Descriptor	Oct 23, 2020	Point Cloud RegistrationSaliency Prediction	CodeCode Available	1
Hierarchical Domain-Adapted Feature Learning for Video Saliency Prediction	Oct 2, 2020	Domain AdaptationSaliency Detection	CodeCode Available	1
Uncertainty Inspired RGB-D Saliency Detection	Sep 7, 2020	DecoderRGB-D Salient Object Detection	CodeCode Available	1
RecSal : Deep Recursive Supervision for Visual Saliency Prediction	Aug 31, 2020	PredictionSaliency Prediction	—Unverified	0
A Compact Deep Architecture for Real-time Saliency Prediction	Aug 30, 2020	PredictionSaliency Prediction	—Unverified	0
FastSal: a Computationally Efficient Network for Visual Saliency Prediction	Aug 25, 2020	DecoderPrediction	CodeCode Available	1
n-Reference Transfer Learning for Saliency Prediction	Aug 1, 2020	PredictionSaliency Prediction	CodeCode Available	1
Saliency Prediction with External Knowledge	Jul 27, 2020	Graph AttentionPrediction	—Unverified	0

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All datasets SALECI SALICON MIT300 CAT2000

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Transalnet	KL	0.87	—	Unverified
2	TempSAL	KL	0.71	—	Unverified
3	SSwin transformer	KL	0.65	—	Unverified
4	ECT-SAL	KL	0.58	—	Unverified
5	SUM	KL	0.47	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SUM	AUC	0.88	—	Unverified
2	SalNAS-XL + Self-KD	AUC	0.87	—	Unverified
3	TempSAL	AUC	0.87	—	Unverified
4	MDS-ViTNet	AUC	0.87	—	Unverified
5	TranSalNet	AUC	0.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SUM	AUC-Judd	0.91	—	Unverified
2	TranSalNet	AUC-Judd	0.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SUM	KL	0.27	—	Unverified