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

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Showing 231–240 of 268 papers

Title	Date	Tasks	Status
SalGAN: Visual Saliency Prediction with Generative Adversarial Networks	Jan 4, 2017	Binary ClassificationGeneral Classification	CodeCode Available
Predicting Human Eye Fixations via an LSTM-based Saliency Attentive Model	Nov 29, 2016	Saliency Prediction	CodeCode Available
Deep, Dense, and Low-Rank Gaussian Conditional Random Fields	Nov 28, 2016	GPUSaliency Prediction	—Unverified
DeepGaze II: Reading fixations from deep features trained on object recognition	Oct 5, 2016	Object RecognitionSaliency Prediction	—Unverified
Probabilistic Saliency Estimation	Sep 13, 2016	Objectobject-detection	—Unverified
UberNet: Training a `Universal' Convolutional Neural Network for Low-, Mid-, and High-Level Vision using Diverse Datasets and Limited Memory	Sep 7, 2016	Boundary DetectionGPU	CodeCode Available
A Deep Multi-Level Network for Saliency Prediction	Sep 5, 2016	PredictionSaliency Prediction	CodeCode Available
Deeply-Supervised Recurrent Convolutional Neural Network for Saliency Detection	Aug 18, 2016	Saliency DetectionSaliency Prediction	—Unverified
Saliency Detection via Combining Region-Level and Pixel-Level Predictions with CNNs	Aug 18, 2016	PredictionSaliency Detection	—Unverified
Spatio-Temporal Saliency Networks for Dynamic Saliency Prediction	Jul 16, 2016	Optical Flow EstimationPrediction	—Unverified

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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