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 41–50 of 268 papers

Title	Date	Tasks	Status	Hype
Select, Supplement and Focus for RGB-D Saliency Detection	Jun 1, 2020	RGB-D Salient Object DetectionSaliency Detection	CodeCode Available	1
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
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
BASNet: Boundary-Aware Salient Object Detection	Jun 1, 2019	Camouflaged Object SegmentationDecoder	CodeCode Available	1
How is Gaze Influenced by Image Transformations? Dataset and Model	May 16, 2019	Data AugmentationGenerative Adversarial Network	CodeCode Available	1
Deep Gaze I: Boosting Saliency Prediction with Feature Maps Trained on ImageNet	Nov 4, 2014	Object RecognitionPoint Processes	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