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 161–170 of 268 papers

Title	Date	Tasks	Status
SKD: Keypoint Detection for Point Clouds using Saliency Estimation	Dec 10, 2019	Keypoint DetectionSaliency Prediction	—Unverified
Social Saliency Prediction	Jun 1, 2015	PredictionSaliency Prediction	—Unverified
Spatiotemporal Knowledge Distillation for Efficient Estimation of Aerial Video Saliency	Apr 10, 2019	GPUKnowledge Distillation	—Unverified
Spatio-Temporal Saliency Networks for Dynamic Saliency Prediction	Jul 16, 2016	Optical Flow EstimationPrediction	—Unverified
Statistically Consistent Saliency Estimation	Jan 1, 2021	Computational EfficiencySaliency Prediction	—Unverified
Supersaliency: A Novel Pipeline for Predicting Smooth Pursuit-Based Attention Improves Generalizability of Video Saliency	Jan 26, 2018	PredictionSaliency Prediction	—Unverified
SUSiNet: See, Understand and Summarize it	Dec 3, 2018	Action RecognitionSaliency Prediction	—Unverified
Task-driven Webpage Saliency	Sep 1, 2018	PredictionSaliency Detection	—Unverified
Task Specific Visual Saliency Prediction with Memory Augmented Conditional Generative Adversarial Networks	Mar 9, 2018	Saliency Prediction	—Unverified
Teaching AI to Teach: Leveraging Limited Human Salience Data Into Unlimited Saliency-Based Training	Jun 8, 2023	Face DetectionSaliency Prediction	—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