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 231–240 of 268 papers

Title	Date	Tasks	Status
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

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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