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 61–70 of 268 papers

Title	Date	Tasks	Status	Hype
Co-Salient Object Detection With Uncertainty-Aware Group Exchange-Masking	Jan 1, 2023	Co-Salient Object DetectionDecoder	—Unverified	0
CASP-Net: Rethinking Video Saliency Prediction From an Audio-Visual Consistency Perceptual Perspective	Jan 1, 2023	DecoderSaliency Prediction	—Unverified	0
TempSAL - Uncovering Temporal Information for Deep Saliency Prediction	Jan 1, 2023	ObjectObject Recognition	CodeCode Available	1
FBLNet: FeedBack Loop Network for Driver Attention Prediction	Dec 5, 2022	Autonomous DrivingDriver Attention Monitoring	—Unverified	0
Context-empowered Visual Attention Prediction in Pedestrian Scenarios	Oct 30, 2022	DecoderNavigate	—Unverified	0
Panoramic Vision Transformer for Saliency Detection in 360° Videos	Sep 19, 2022	Saliency DetectionSaliency Prediction	CodeCode Available	1
Saliency-based Multiple Region of Interest Detection from a Single 360° image	Sep 8, 2022	Data AugmentationSaliency Prediction	—Unverified	0
Dual Domain-Adversarial Learning for Audio-Visual Saliency Prediction	Aug 10, 2022	Domain AdaptationPrediction	—Unverified	0
Rethinking gradient weights' influence over saliency map estimation	Jul 12, 2022	Saliency Prediction	—Unverified	0
SiaTrans: Siamese Transformer Network for RGB-D Salient Object Detection with Depth Image Classification	Jul 9, 2022	image-classificationImage Classification	—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