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 171–180 of 268 papers

Title	Date	Tasks	Status
ASP:A Fast Adversarial Attack Example Generation Framework based on Adversarial Saliency Prediction	Feb 15, 2018	Adversarial Attackimage-classification	—Unverified
A trained humanoid robot can perform human-like crossmodal social attention and conflict resolution	Nov 2, 2021	Saliency Prediction	—Unverified
Attention for Robot Touch: Tactile Saliency Prediction for Robust Sim-to-Real Tactile Control	Jul 26, 2023	Pose EstimationSaliency Prediction	—Unverified
Audio-visual Saliency for Omnidirectional Videos	Nov 9, 2023	PredictionSaliency Prediction	—Unverified
Audiovisual Saliency Prediction in Uncategorized Video Sequences based on Audio-Video Correlation	Jan 7, 2021	Saliency Prediction	—Unverified
Benchmark 3D eye-tracking dataset for visual saliency prediction on stereoscopic 3D video	Mar 13, 2018	Saliency DetectionSaliency Prediction	—Unverified
Audio-Visual Collaborative Representation Learning for Dynamic Saliency Prediction	Sep 17, 2021	Representation LearningSaliency Prediction	—Unverified
Bottom-up Attention, Models of	Oct 11, 2018	Saliency Prediction	—Unverified
Breast Anatomy Enriched Tumor Saliency Estimation	Oct 23, 2019	AnatomySaliency Prediction	—Unverified
CaRDiff: Video Salient Object Ranking Chain of Thought Reasoning for Saliency Prediction with Diffusion	Aug 21, 2024	Language ModellingLarge Language Model	—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