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ASE 2020
Mon 21 - Fri 25 September 2020 Melbourne, Australia
Wed 23 Sep 2020 02:50 - 02:55 at Koala - SRC Poster (1) Chair(s): Chunyang Chen

GUI complexity posts a great challenge to the GUI implementation. According to our pilot study of crowdtesting bug reports, display issues such as text overlap, blurred screen, missing image always occur during GUI rendering on difference devices due to the software or hardware compatibility. They negatively influence the app usability, resulting in poor user experience. To detect these issues, we propose a novel approach, OwlEye, based on deep learning for modelling visual information of the GUI screenshot.Therefore, OwlEye can detect GUIs with display issues and also locate the detailed region of the issue in the given GUI for guiding developers to fix the bug. We manually construct a large-scale labelled dataset with 4,470 GUI screenshots with UI display issues. We develop a heuristics-based data augmentation method and a GAN-based data augmentation method for boosting the performance of our OwlEye. At present, the evaluation demonstrates that our OwlEye can achieve 85% precision and 84% recall in detecting UI display issues, and 90% accuracy in localizing these issues.

Wed 23 Sep

Displayed time zone: (UTC) Coordinated Universal Time change

02:20 - 03:20
SRC Poster (1)Student Research Competition at Koala
Chair(s): Chunyang Chen Monash University
02:20
5m
Poster
Dynamic Algorithm Selection for SMT
Student Research Competition
Nikhil Pimpalkhare University of California, Berkeley
02:25
5m
Poster
CrossPriv: User Privacy Preservation Model for Cross-Silo Federated Software
Student Research Competition
Harshita Diddee Guru Gobind Singh Indraprastha University, Bhrigu Kansra Guru Gobind Singh Indraprastha University
02:30
5m
Poster
Scalability and Precision Improvement of Neural Program Synthesis
Student Research Competition
Yating Zhang National University of Defense Technology
02:35
5m
Poster
The Classification and Propagation of Program CommentsSecond place SRC - Undergraduate
Student Research Competition
Xiangzhe Xu Nanjing University
02:40
5m
Poster
Source Code and Binary Level Vulnerability Detection and Hot PatchingThird place SRC - Graduate
Student Research Competition
Zhengzi Xu Nanyang Technological University
02:45
5m
Poster
FLUX: From SQL to GQL query translation tool
Student Research Competition
Chandan Sharma Auckland University of Technology
02:50
5m
Poster
Discovering UI Display Issues with Visual UnderstandingWinner SRC - Graduate
Student Research Competition
Zhe Liu Laboratory for Internet Software Technologies, Institute of Software Chinese Academy of Sciences, University of Chinese Academy of Sciences