Fine-tuning SalGAN and PathGAN for extending saliency map and gaze path prediction from natural images to websites

作者:

Highlights:

• Extending saliency map and gaze path prediction from natural images to websites.

• Refining SalGAN to predict the saliency maps of users accessing websites.

• Refining PathGAN to predict the gaze paths of users accessing websites.

• Applying fine-tuning to SalGAN and PathGAN.

• Enriching the FiWI image set with new image categories.

摘要

•Extending saliency map and gaze path prediction from natural images to websites.•Refining SalGAN to predict the saliency maps of users accessing websites.•Refining PathGAN to predict the gaze paths of users accessing websites.•Applying fine-tuning to SalGAN and PathGAN.•Enriching the FiWI image set with new image categories.

论文关键词:Saliency maps,Gaze paths,Generative Adversarial Networks,SalGAN fine-tuning,PathGAN fine-tuning,FiWI enrichment

论文评审过程:Received 27 May 2020, Revised 22 October 2021, Accepted 21 November 2021, Available online 11 December 2021, Version of Record 15 December 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.116282