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 151–160 of 268 papers

Title	Date	Tasks	Status	Hype
Learning to Explore Intrinsic Saliency for Stereoscopic Video	Jun 1, 2019	Saliency DetectionSaliency Prediction	—Unverified	0
An Iterative and Cooperative Top-Down and Bottom-Up Inference Network for Salient Object Detection	Jun 1, 2019	object-detectionObject Detection	—Unverified	0
DAVE: A Deep Audio-Visual Embedding for Dynamic Saliency Prediction	May 25, 2019	DecoderPrediction	CodeCode Available	0
How is Gaze Influenced by Image Transformations? Dataset and Model	May 16, 2019	Data AugmentationGenerative Adversarial Network	CodeCode Available	1
Salient Object Detection in the Deep Learning Era: An In-Depth Survey	Apr 19, 2019	AttributeObject	CodeCode Available	0
Saliency Prediction on Omnidirectional Images with Generative Adversarial Imitation Learning	Apr 15, 2019	Deep Reinforcement LearningImitation Learning	—Unverified	0
Spatiotemporal Knowledge Distillation for Efficient Estimation of Aerial Video Saliency	Apr 10, 2019	GPUKnowledge Distillation	—Unverified	0
A Dilated Inception Network for Visual Saliency Prediction	Apr 7, 2019	DiversityPrediction	CodeCode Available	0
DSAL-GAN: Denoising based Saliency Prediction with Generative Adversarial Networks	Apr 2, 2019	DenoisingGenerative Adversarial Network	—Unverified	0
Multi-source weak supervision for saliency detection	Apr 1, 2019	Caption GenerationSaliency Detection	CodeCode Available	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