A Pairwise GUI Dataset Construction Between Android Phones and Tablets
Dec 10, 2023
Speakers
Haolan Zhan
Speaker · 0 followers
Yujin Huang
Speaker · 0 followers
About
In the current landscape of pervasive smartphones and tablets, apps frequently exist across both platforms.Although apps share most graphic user interfaces (GUIs) and functionalities across phones and tablets, developers often rebuild from scratch for tablet versions, escalating costs and squandering existing design resources.Researchers are attempting to collect data and employ deep learning in automated GUIs development to enhance developers' productivity.There are currently several publicly accessible GUI page datasets for phones, but none for pairwise GUIs between phones and tablets.This poses a significant barrier to the employment of deep learning in automated GUI development.In this paper, we introduce the Papt dataset, a pioneering pairwise GUI dataset tailored for Android phones and tablets, encompassing 10,035 phone-tablet GUI page pairs sourced from 5,593 unique app pairs.we propose novel pairwise GUI collection approaches for constructing this dataset and delineate its advantages over currently prevailing datasets in the field.Through preliminary experiments on this dataset, we analyze the present challenges of utilizing deep learning in automated GUI development.In the current landscape of pervasive smartphones and tablets, apps frequently exist across both platforms.Although apps share most graphic user interfaces (GUIs) and functionalities across phones and tablets, developers often rebuild from scratch for tablet versions, escalating costs and squandering existing design resources.Researchers are attempting to collect data and employ deep learning in automated GUIs development to enhance developers' productivity.There are currently several publicly a…
Organizer
NeurIPS 2023
Account · 617 followers
Like the format? Trust SlidesLive to capture your next event!
Professional recording and live streaming, delivered globally.
Sharing
Recommended Videos
Presentations on similar topic, category or speaker
Training on Foveated Images Improves Robustness to Adversarial Attacks
Watch later
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%
Manual curation vs kAl distillation: Lessons learned from instruction following and feedback fine-tuning
Watch later
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%
Winner Announcement
Watch later
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%
Understanding and Improving Ensemble Adversarial Defense
Watch later
Yian Deng, …
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%
Learning in the Presence of Low-dimensional Structure: A Spiked Random Matrix Perspective
Watch later
Jimmy Ba, …
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%
Max-Margin Token Selection in Attention Mechanism
Watch later
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%