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 226–250 of 268 papers

Title	Date	Tasks	Status
PiCANet: Pixel-wise Contextual Attention Learning for Accurate Saliency Detection	Dec 15, 2018	object-detectionObject Detection	CodeCode Available
Predicting Gaze in Egocentric Video by Learning Task-dependent Attention Transition	Mar 24, 2018	Gaze PredictionPrediction	CodeCode Available
Predicting Human Eye Fixations via an LSTM-based Saliency Attentive Model	Nov 29, 2016	Saliency Prediction	CodeCode Available
Predicting Salient Face in Multiple-Face Videos	Jul 1, 2017	Saliency Prediction	CodeCode Available
Predicting Video Saliency with Object-to-Motion CNN and Two-layer Convolutional LSTM	Sep 19, 2017	Saliency PredictionVideo Saliency Prediction	CodeCode Available
Shallow and Deep Convolutional Networks for Saliency Prediction	Mar 2, 2016	PredictionSaliency Prediction	CodeCode Available
Progressive Attention Guided Recurrent Network for Salient Object Detection	Jun 1, 2018	Objectobject-detection	CodeCode Available
Energy-Based Generative Cooperative Saliency Prediction	Jun 25, 2021	PredictionSaliency Prediction	CodeCode Available
Direction Concentration Learning: Enhancing Congruency in Machine Learning	Dec 17, 2019	BIG-bench Machine LearningContinual Learning	CodeCode Available
What Do Deep Saliency Models Learn about Visual Attention?	Oct 14, 2023	Saliency Prediction	CodeCode Available
Weakly-supervised Video Summarization using Variational Encoder-Decoder and Web Prior	Sep 1, 2018	DecoderSaliency Prediction	CodeCode Available
Simple vs complex temporal recurrences for video saliency prediction	Jul 3, 2019	PredictionSaliency Prediction	CodeCode Available
Rethinking 360deg Image Visual Attention Modelling With Unsupervised Learning.	Jan 1, 2021	Contrastive LearningDecoder	CodeCode Available
Dense and Low-Rank Gaussian CRFs Using Deep Embeddings	Oct 1, 2017	GPUHuman Part Segmentation	CodeCode Available
Reverse Attention for Salient Object Detection	Jul 26, 2018	Objectobject-detection	CodeCode Available
End-to-End Saliency Mapping via Probability Distribution Prediction	Apr 5, 2018	Saliency PredictionText Detection	CodeCode Available
A positive feedback method based on F-measure value for Salient Object Detection	Apr 28, 2023	object-detectionObject Detection	CodeCode Available
SalGAN: Visual Saliency Prediction with Generative Adversarial Networks	Jan 4, 2017	Binary ClassificationGeneral Classification	CodeCode Available
A Deep Multi-Level Network for Saliency Prediction	Sep 5, 2016	PredictionSaliency Prediction	CodeCode Available
A Neurodynamic model of Saliency prediction in V1	Nov 15, 2018	modelPrediction	CodeCode Available
A Dilated Inception Network for Visual Saliency Prediction	Apr 7, 2019	DiversityPrediction	CodeCode Available
DeepVS: A Deep Learning Based Video Saliency Prediction Approach	Sep 1, 2018	Deep LearningPrediction	CodeCode Available
Deep Visual Attention Prediction	May 7, 2017	PredictionSaliency Prediction	CodeCode Available
Deep Saliency Mapping for 3D Meshes and Applications	Feb 6, 2023	Saliency Prediction	CodeCode Available
TurkerGaze: Crowdsourcing Saliency with Webcam based Eye Tracking	Apr 25, 2015	Saliency Prediction	CodeCode Available

Show:10 25 50

← PrevPage 10 of 11Next →

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