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 21–30 of 268 papers

Title	Date	Tasks	Status	Hype
Does Text Attract Attention on E-Commerce Images: A Novel Saliency Prediction Dataset and Method	Jan 1, 2022	Multi-Task LearningSaliency Prediction	CodeCode Available	1
Learning From Pixel-Level Noisy Label: A New Perspective for Light Field Saliency Detection	Jan 1, 2022	Saliency DetectionSaliency Prediction	CodeCode Available	1
Joint Learning of Visual-Audio Saliency Prediction and Sound Source Localization on Multi-face Videos	Nov 5, 2021	PredictionSaliency Prediction	CodeCode Available	1
MaskSplit: Self-supervised Meta-learning for Few-shot Semantic Segmentation	Oct 23, 2021	Few-Shot LearningFew-Shot Semantic Segmentation	CodeCode Available	1
TranSalNet: Towards perceptually relevant visual saliency prediction	Oct 7, 2021	PredictionSaliency Prediction	CodeCode Available	1
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

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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