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 21–30 of 268 papers

Title	Date	Tasks	Status	Hype
Alignment-Free RGBT Salient Object Detection: Semantics-guided Asymmetric Correlation Network and A Unified Benchmark	Jun 3, 2024	object-detectionObject Detection	CodeCode Available	1
GASP: Gated Attention For Saliency Prediction	Jun 9, 2022	PredictionSaliency Prediction	CodeCode Available	1
Learning to Predict Salient Faces: A Novel Visual-Audio Saliency Model	Mar 29, 2021	Saliency Prediction	CodeCode Available	1
ATSal: An Attention Based Architecture for Saliency Prediction in 360 Videos	Nov 20, 2020	Saliency Prediction	CodeCode Available	1
MaskSplit: Self-supervised Meta-learning for Few-shot Semantic Segmentation	Oct 23, 2021	Few-Shot LearningFew-Shot Semantic Segmentation	CodeCode Available	1
MDS-ViTNet: Improving saliency prediction for Eye-Tracking with Vision Transformer	May 29, 2024	DecoderMarketing	CodeCode Available	1
n-Reference Transfer Learning for Saliency Prediction	Jul 9, 2020	Few-Shot Transfer Learning for Saliency PredictionPrediction	CodeCode Available	1
ViNet: Pushing the limits of Visual Modality for Audio-Visual Saliency Prediction	Dec 11, 2020	Action RecognitionDecoder	CodeCode Available	1
BASNet: Boundary-Aware Salient Object Detection	Jun 1, 2019	Camouflaged Object SegmentationDecoder	CodeCode Available	1
Learning From Pixel-Level Noisy Label: A New Perspective for Light Field Saliency Detection	Jan 1, 2022	Saliency DetectionSaliency Prediction	CodeCode Available	1

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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