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 101–110 of 268 papers

Title	Date	Tasks	Status	Score
Dense and Low-Rank Gaussian CRFs Using Deep Embeddings	Oct 1, 2017	GPUHuman Part Segmentation	CodeCode Available	5
Gravitational Laws of Focus of Attention	Jun 4, 2019	PredictionSaliency Detection	CodeCode Available	5
DeepVS: A Deep Learning Based Video Saliency Prediction Approach	Sep 1, 2018	Deep LearningPrediction	CodeCode Available	5
Deep Visual Attention Prediction	May 7, 2017	PredictionSaliency Prediction	CodeCode Available	5
Beyond saliency: understanding convolutional neural networks from saliency prediction on layer-wise relevance propagation	Dec 22, 2017	Saliency Prediction	CodeCode Available	5
Deep Saliency Mapping for 3D Meshes and Applications	Feb 6, 2023	Saliency Prediction	CodeCode Available	5
A Learning-Based Visual Saliency Fusion Model for High Dynamic Range Video (LBVS-HDR)	Mar 13, 2018	Saliency Prediction	CodeCode Available	5
Noise-Aware Video Saliency Prediction	Apr 16, 2021	PredictionSaliency Prediction	CodeCode Available	5
How is Visual Attention Influenced by Text Guidance? Database and Model	Apr 11, 2024	PredictionSaliency Prediction	CodeCode Available	5
Deep Reasoning with Multi-Scale Context for Salient Object Detection	Jan 24, 2019	object-detectionObject Detection	—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