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 126–150 of 268 papers

Title	Date	Tasks	Status	Hype
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
Toward Improving the Evaluation of Visual Attention Models: a Crowdsourcing Approach	Feb 11, 2020	Saliency Prediction	—Unverified	0
Simultaneous Enhancement and Super-Resolution of Underwater Imagery for Improved Visual Perception	Feb 4, 2020	Image EnhancementSaliency Prediction	CodeCode Available	1
STAViS: Spatio-Temporal AudioVisual Saliency Network	Jan 9, 2020	Saliency Prediction	CodeCode Available	1
Video Saliency Prediction Using Enhanced Spatiotemporal Alignment Network	Jan 2, 2020	PredictionSaliency Prediction	CodeCode Available	1
Direction Concentration Learning: Enhancing Congruency in Machine Learning	Dec 17, 2019	BIG-bench Machine LearningContinual Learning	CodeCode Available	0
Toward Better Understanding of Saliency Prediction in Augmented 360 Degree Videos	Dec 12, 2019	Object RecognitionOptical Flow Estimation	—Unverified	0
SKD: Keypoint Detection for Point Clouds using Saliency Estimation	Dec 10, 2019	Keypoint DetectionSaliency Prediction	—Unverified	0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction via Self-supervision	Dec 1, 2019	object-detectionObject Detection	—Unverified	0
Looking at the right stuff: Guided semantic-gaze for autonomous driving	Nov 24, 2019	Autonomous DrivingSaliency Prediction	—Unverified	0
Modeling Bottom-Up and Top-Down Attention with a Neurodynamic Model of V1	Nov 18, 2019	Saliency Prediction	CodeCode Available	0
An End-to-End Network for Co-Saliency Detection in One Single Image	Oct 25, 2019	ClusteringCo-Salient Object Detection	—Unverified	0
Breast Anatomy Enriched Tumor Saliency Estimation	Oct 23, 2019	AnatomySaliency Prediction	—Unverified	0
Deep Learning for Light Field Saliency Detection	Oct 1, 2019	Deep LearningSaliency Detection	—Unverified	0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction With Self-Supervision	Sep 28, 2019	object-detectionObject Detection	—Unverified	0
Deep Saliency Models : The Quest For The Loss Function	Jul 4, 2019	Saliency Prediction	—Unverified	0
Simple vs complex temporal recurrences for video saliency prediction	Jul 3, 2019	PredictionSaliency Prediction	CodeCode Available	0
Tumor Saliency Estimation for Breast Ultrasound Images via Breast Anatomy Modeling	Jun 18, 2019	AnatomyFeature Correlation	—Unverified	0
Gravitational Laws of Focus of Attention	Jun 4, 2019	PredictionSaliency Detection	CodeCode Available	0
Viewport Proposal CNN for 360deg Video Quality Assessment	Jun 1, 2019	Saliency PredictionVideo Quality Assessment	CodeCode Available	0
BASNet: Boundary-Aware Salient Object Detection	Jun 1, 2019	Camouflaged Object SegmentationDecoder	CodeCode Available	1

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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