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 81–90 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 Generative Vision Transformer with Energy-Based Latent Space for Saliency Prediction	Dec 27, 2021	object-detectionObject Detection	—Unverified	0
Reinforced Abstractive Summarization with Adaptive Length Controlling	Dec 14, 2021	Abstractive Text SummarizationDocument Summarization	—Unverified	0
Scanpath Prediction on Information Visualisations	Dec 4, 2021	PredictionSaliency Prediction	—Unverified	0
Iterative Saliency Enhancement using Superpixel Similarity	Dec 1, 2021	Objectobject-detection	—Unverified	0
Joint Learning of Visual-Audio Saliency Prediction and Sound Source Localization on Multi-face Videos	Nov 5, 2021	PredictionSaliency Prediction	CodeCode Available	1
A trained humanoid robot can perform human-like crossmodal social attention and conflict resolution	Nov 2, 2021	Saliency Prediction	—Unverified	0
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
Audio-Visual Collaborative Representation Learning for Dynamic Saliency Prediction	Sep 17, 2021	Representation LearningSaliency Prediction	—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