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 26–50 of 268 papers

Title	Date	Tasks	Status	Hype
Spatio-Temporal Self-Attention Network for Video Saliency Prediction	Aug 24, 2021	PredictionSaliency Prediction	CodeCode Available	1
Specificity-preserving RGB-D Saliency Detection	Aug 18, 2021	Decoderobject-detection	CodeCode Available	1
DeepGaze IIE: Calibrated prediction in and out-of-domain for state-of-the-art saliency modeling	May 26, 2021	PredictionSaliency Prediction	CodeCode Available	1
Generative Transformer for Accurate and Reliable Salient Object Detection	Apr 20, 2021	AttributeCamouflaged Object Segmentation	CodeCode Available	1
BTS-Net: Bi-directional Transfer-and-Selection Network For RGB-D Salient Object Detection	Apr 5, 2021	Decoderobject-detection	CodeCode Available	1
Learning to Predict Salient Faces: A Novel Visual-Audio Saliency Model	Mar 29, 2021	Saliency Prediction	CodeCode Available	1
ViNet: Pushing the limits of Visual Modality for Audio-Visual Saliency Prediction	Dec 11, 2020	Action RecognitionDecoder	CodeCode Available	1
ATSal: An Attention Based Architecture for Saliency Prediction in 360 Videos	Nov 20, 2020	Saliency Prediction	CodeCode Available	1
SVAM: Saliency-guided Visual Attention Modeling by Autonomous Underwater Robots	Nov 12, 2020	object-detectionObject Detection	CodeCode Available	1
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
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
n-Reference Transfer Learning for Saliency Prediction	Jul 9, 2020	Few-Shot Transfer Learning for Saliency PredictionPrediction	CodeCode Available	1
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