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 41–50 of 268 papers

Title	Date	Tasks	Status	Hype
Deep Gaze I: Boosting Saliency Prediction with Feature Maps Trained on ImageNet	Nov 4, 2014	Object RecognitionPoint Processes	CodeCode Available	1
Multi-task UNet: Jointly Boosting Saliency Prediction and Disease Classification on Chest X-ray Images	Feb 15, 2022	Deep Learningimage-classification	CodeCode Available	1
Alignment-Free RGBT Salient Object Detection: Semantics-guided Asymmetric Correlation Network and A Unified Benchmark	Jun 3, 2024	object-detectionObject Detection	CodeCode Available	1
Panoramic Vision Transformer for Saliency Detection in 360° Videos	Sep 19, 2022	Saliency DetectionSaliency Prediction	CodeCode Available	1
RSKDD-Net: Random Sample-based Keypoint Detector and Descriptor	Oct 23, 2020	Point Cloud RegistrationSaliency Prediction	CodeCode Available	1
Select, Supplement and Focus for RGB-D Saliency Detection	Jun 1, 2020	RGB-D Salient Object DetectionSaliency Detection	CodeCode Available	1
Specificity-preserving RGB-D Saliency Detection	Aug 18, 2021	Decoderobject-detection	CodeCode Available	1
Spherical Vision Transformer for 360-degree Video Saliency Prediction	Aug 24, 2023	PredictionSaliency Prediction	CodeCode Available	1
Spatio-Temporal Self-Attention Network for Video Saliency Prediction	Aug 24, 2021	PredictionSaliency Prediction	CodeCode Available	1
Video Saliency Prediction Using Enhanced Spatiotemporal Alignment Network	Jan 2, 2020	PredictionSaliency Prediction	CodeCode Available	1

Show:10 25 50

← PrevPage 5 of 27Next →

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