Blogs (1) >>
ASE 2019
Sun 10 - Fri 15 November 2019 San Diego, California, United States
Thu 14 Nov 2019 10:00 - 10:40 at Kensington Ballroom - Poster Session: Tool Demonstrations 3
Tue 12 Nov 2019 17:30 - 17:40 at Cortez 1 - Testing and Visualization Chair(s): Amin Alipour

Deep Neural Network(DNN) techniques have been prevalent in software engineering. They are employed to facilitate various software engineering tasks and embedded into many software applications. However, because DNNs are built upon a rich data-driven programming paradigm that employs plenty of labeled data to train a set of neurons to construct the internal system logic, analyzing and understanding their behaviors becomes a difficult task for software engineers. In this paper, we present an instance-based visualization tool for DNN, namely NeuralVis, to support software engineers in visualizing and interpreting deep learning models. NeuralVis is designed for: 1). visualizing the structure of DNN models, i.e., neurons, layers, as well as connections; 2). visualizing the data transformation process; 3). integrating existing adversarial attack algorithms for test input generation; 4). comparing intermediate outputs of different instances. To demonstrate the effectiveness of NeuralVis, we design a task-based user study involving ten participants on two classic DNN models, i.e., LeNet and VGG-12. The result shows NeuralVis can assist engineers in identifying critical features that determine the prediction results. Tool is available at http://118.178.18.181:18080. Video: https://youtu.be/hRxCovrOZFI.

Tue 12 Nov

ase-2019-paper-presentations
16:00 - 17:40: Papers - Testing and Visualization at Cortez 1
Chair(s): Amin AlipourUniversity of Houston
ase-2019-papers16:00 - 16:20
Talk
Junjie ChenTianjin University, Guancheng WangPeking University, Dan HaoPeking University, Yingfei XiongPeking University, Hongyu ZhangThe University of Newcastle, Lu ZhangPeking University
ase-2019-papers16:20 - 16:40
Talk
Junjie ChenTianjin University
ase-2019-papers16:40 - 17:00
Talk
Umair Z. AhmedNational University of Singapore, Renuka SindhgattaQueensland University of Technology, Australia, Nisheeth SrivastavaIndian Institute of Technology, Kanpur, Amey KarkareIIT Kanpur
Link to publication Pre-print
ase-2019-Journal-First-Presentations17:00 - 17:20
Talk
Giovanni GranoUniversity of Zurich, Fabio PalombaDepartment of Informatics, University of Zurich, Harald GallUniversity of Zurich
Link to publication Pre-print
ase-2019-Demonstrations17:20 - 17:30
Demonstration
Cyrille ArthoKTH Royal Institute of Technology, Sweden, Monali PandeKTH Royal Institute of Technology, Qiyi TangUniversity of Oxford
ase-2019-Demonstrations17:30 - 17:40
Demonstration
Xufan ZhangState Key Laboratory for Novel Software Technology Nanjing University, Nanjing, China, Ziyue YinState Key Laboratory for Novel Software Technology Nanjing University, Nanjing, China, Yang FengUniversity of California, Irvine, Qingkai ShiHong Kong University of Science and Technology, Jia LiuState Key Laboratory for Novel Software Technology Nanjing University, Nanjing, China, Zhenyu ChenNanjing University

Thu 14 Nov

ase-2019-Demonstrations
10:00 - 10:40: Demonstrations - Poster Session: Tool Demonstrations 3 at Kensington Ballroom
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Ali GhanbariThe University of Texas at Dallas, Lingming ZhangThe University of Texas at Dallas
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Vladislav TankovJetBrains, ITMO University, Yaroslav GolubevJetBrains Research, ITMO University, Timofey BryksinJetBrains Research, Saint-Petersburg State University
ase-2019-Demonstrations10:00 - 10:40
Demonstration
David Georg ReicheltUniversität Leipzig, Stefan KühneUniversität Leipzig, Wilhelm HasselbringKiel University
Pre-print Media Attached File Attached
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Camilo Escobar-VelásquezUniversidad de los Andes, Michael Osorio-RiañoUniversidad de los Andes, Mario Linares-VásquezSystems and Computing Engineering Department , Universidad de los Andes , Bogotá, Colombia
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Tianjiao DuShanghai JiaoTong University, Junming CaoShanghai JiaoTong University, Qinyue WuShanghai JiaoTong University, Wei LiShanghai JiaoTong University, Beijun ShenSchool of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Yuting ChenShanghai Jiao Tong University
ase-2019-Demonstrations10:00 - 10:03
Demonstration
Yuanchun LiPeking University, Ziyue YangPeking University, Yao GuoPeking University, Xiangqun ChenPeking University
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Sadika AmreenUniversity of Tennessee Knoxville, Andrey KarnauchUniversity of Tennessee Knoxville, Audris MockusUniversity of Tennessee - Knoxville
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Xufan ZhangState Key Laboratory for Novel Software Technology Nanjing University, Nanjing, China, Ziyue YinState Key Laboratory for Novel Software Technology Nanjing University, Nanjing, China, Yang FengUniversity of California, Irvine, Qingkai ShiHong Kong University of Science and Technology, Jia LiuState Key Laboratory for Novel Software Technology Nanjing University, Nanjing, China, Zhenyu ChenNanjing University
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Cyrille ArthoKTH Royal Institute of Technology, Sweden, Monali PandeKTH Royal Institute of Technology, Qiyi TangUniversity of Oxford
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Ayesha SadiqMonash University, Li LiMonash University, Australia, Yuan-Fang LiMonash University, Ijaz AhmedUniversity of Lahore, Sea LingMonash University
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Goran PiskachevFraunhofer IEM, Lisa Nguyen Quang DoGoogle, Oshando JohnsonFraunhofer IEM, Eric BoddenHeinz Nixdorf Institut, Paderborn University and Fraunhofer IEM
Pre-print Media Attached File Attached
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Chijin ZhouTsinghua University, Mingzhe WangTsinghua University, Jie LiangTsinghua University, Zhe LiuNanjing University of Aeronautics and Astronautics, Chengnian SunWaterloo University, Yu JiangTsinghua University