Search Results for author: Chunyang Chen

Found 7 papers, 5 papers with code

Automated Query Reformulation for Efficient Search based on Query Logs From Stack Overflow

1 code implementation1 Feb 2021 Kaibo Cao, Chunyang Chen, Sebastian Baltes, Christoph Treude, Xiang Chen

As query reformulation is tedious for developers, especially for novices, we propose an automated software-specific query reformulation approach based on deep learning.

GUIGAN: Learning to Generate GUI Designs Using Generative Adversarial Networks

1 code implementation25 Jan 2021 Tianming Zhao, Chunyang Chen, Yuanning Liu, Xiaodong Zhu

Graphical User Interface (GUI) is ubiquitous in almost all modern desktop software, mobile applications, and online websites.

Image Generation Text Generation

DeepPayload: Black-box Backdoor Attack on Deep Learning Models through Neural Payload Injection

no code implementations18 Jan 2021 Yuanchun Li, Jiayi Hua, Haoyu Wang, Chunyang Chen, Yunxin Liu

The core of the attack is a neural conditional branch constructed with a trigger detector and several operators and injected into the victim model as a malicious payload.

Robustness of on-device Models: Adversarial Attack to Deep Learning Models on Android Apps

1 code implementation12 Jan 2021 Yujin Huang, Han Hu, Chunyang Chen

Deep learning has shown its power in many applications, including object detection in images, natural-language understanding, and speech recognition.

Adversarial Attack Image Classification +1

Object Detection for Graphical User Interface: Old Fashioned or Deep Learning or a Combination?

1 code implementation12 Aug 2020 Jieshan Chen, Mulong Xie, Zhenchang Xing, Chunyang Chen, Xiwei Xu, Liming Zhu, Guoqiang Li

We conduct the first large-scale empirical study of seven representative GUI element detection methods on over 50k GUI images to understand the capabilities, limitations and effective designs of these methods.

Code Generation Object Detection

Unblind Your Apps: Predicting Natural-Language Labels for Mobile GUI Components by Deep Learning

1 code implementation1 Mar 2020 Jieshan Chen, Chunyang Chen, Zhenchang Xing, Xiwei Xu, Liming Zhu, Guoqiang Li, Jinshui Wang

However, the prerequisite of using screen readers is that developers have to add natural-language labels to the image-based components when they are developing the app.

DeepGauge: Multi-Granularity Testing Criteria for Deep Learning Systems

no code implementations20 Mar 2018 Lei Ma, Felix Juefei-Xu, Fuyuan Zhang, Jiyuan Sun, Minhui Xue, Bo Li, Chunyang Chen, Ting Su, Li Li, Yang Liu, Jianjun Zhao, Yadong Wang

Deep learning (DL) defines a new data-driven programming paradigm that constructs the internal system logic of a crafted neuron network through a set of training data.

Adversarial Attack Defect Detection

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