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 121–130 of 268 papers

Title	Date	Tasks	Status	Hype
Hallucinating Saliency Maps for Fine-Grained Image Classification for Limited Data Domains	Jul 24, 2020	ClassificationFine-Grained Image Classification	—Unverified	0
n-Reference Transfer Learning for Saliency Prediction	Jul 9, 2020	Few-Shot Transfer Learning for Saliency PredictionPrediction	CodeCode Available	1
ITSELF: Iterative Saliency Estimation fLexible Framework	Jun 30, 2020	object-detectionObject Detection	—Unverified	0
"Looking at the Right Stuff" - Guided Semantic-Gaze for Autonomous Driving	Jun 1, 2020	Autonomous DrivingSaliency Prediction	—Unverified	0
Select, Supplement and Focus for RGB-D Saliency Detection	Jun 1, 2020	RGB-D Salient Object DetectionSaliency Detection	CodeCode Available	1
Distilling Localization for Self-Supervised Representation Learning	Apr 14, 2020	ColorizationContrastive Learning	—Unverified	0
Semantic Segmentation of Underwater Imagery: Dataset and Benchmark	Apr 2, 2020	Computational EfficiencyDecoder	CodeCode Available	1
Unified Image and Video Saliency Modeling	Mar 11, 2020	Domain AdaptationSaliency Prediction	CodeCode Available	1
Tidying Deep Saliency Prediction Architectures	Mar 10, 2020	DecoderPrediction	CodeCode Available	1
Self-supervised Representation Learning for Ultrasound Video	Feb 28, 2020	AnatomyMedical Image Analysis	—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