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In this paper, we present a review of the recent work in deep learning methods for user interface design.
Neural Design Network: Graphic Layout Generation with Constraints
Hsin-Ying Lee, Lu Jiang, Irfan Essa, Phuong B. Le, Haifeng Gong, Ming-Hsuan Yang, and Weilong Yang · 1912
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Equilibrium points in n-person games
John F. Nash · 1950
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Learning Internal Representations by Error Propagation
David E. Rumelhart, Geoffrey E. Hinton, and Ronald J. Williams · 1985
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Learning representations by back-propagating errors
David E. Rumelhart, Geoffrey E. Hinton, and Ronald J. Williams · 1986
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A neural network tool for identifying text-editing goals
Leticia Villegas and Ray E. Eberts · 1994
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Long Short-Term Memory
Sepp Hochreiter and Jürgen Schmidhuber · 1997
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Gradient-based learning applied to document recognition
Y. Lecun, L. Bottou, Y. Bengio, and P. Haffner · 1998
Earlier work this paper cites.
Smart Sketchpad-an on-line graphics recognition system
Liu Wenyin, Wenjie Qian, Rong Xiao, and Xiangyu Jin · 2001
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Vision-based user interfaces: methods and applications
MARCO Porta · 2002
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Automatic prediction of frustration
Ashish Kapoor, Winslow Burleson, and Rosalind W. Picard · 2007
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Extracting and composing robust features with denoising autoencoders
Pascal Vincent, Hugo Larochelle, Yoshua Bengio, and Pierre-Antoine Manzagol · 2008
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Object Detection for Graphical User Interface: Old Fashioned or Deep Learning or a Combination?
Jieshan Chen, Mulong Xie, Zhenchang Xing, Chunyang Chen, Xiwei Xu, and Liming Zhu · 2008
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Automated stress detection using keystroke and linguistic features: An exploratory study
Lisa M. Vizer, Lina Zhou, and Andrew Sears · 2009
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Stacked Denoising Autoencoders: Learning Useful Representations in a Deep Network with a Local Denoising Criterion
Pascal Vincent, Hugo Larochelle, Isabelle Lajoie, Yoshua Bengio, and Pierre-Antoine Manzagol · 2010
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Immersive and perceptual human-computer interaction using computer vision techniques
Jinchang Ren, Theodore Vlachos, and Vasileios Argyriou · 2010
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Designing Inclusive Interfaces Through User Modeling and Simulation
Pradipta Biswas, Peter Robinson, and Patrick Langdon · 2011
Earlier work this paper cites.
Overlapped Handwriting Input on Mobile Phones
Yanming Zou, Yingfei Liu, Ying Liu, and Kongqiao Wang · 2011
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ImageNet Classification with Deep Convolutional Neural Networks
Alex Krizhevsky, Ilya Sutskever, and Geoffrey E Hinton · 2012
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E-book recommender system design and implementation based on data mining
Zongjiang Wang · 2012
Earlier work this paper cites.
Improving the controllability of tilt interaction for mobile map-based applications
Bradley Paul Van Tonder and Janet Louise Wesson · 2012
Earlier work this paper cites.
An interactive approach to semantic modeling of indoor scenes with an RGBD camera
Tianjia Shao, Weiwei Xu, Kun Zhou, Jingdong Wang, Dongping Li, and Baining Guo · 2012
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On the difficulty of training recurrent neural networks
Razvan Pascanu, Tomas Mikolov, and Yoshua Bengio · 2013
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A novel sparse auto-encoder for deep unsupervised learning
Xiaojuan Jiang, Yinghua Zhang, Wensheng Zhang, and Xian Xiao · 2013
Earlier work this paper cites.
Touch-less interaction with medical images using hand & foot gestures
Shahram Jalaliniya, Jeremiah Smith, Miguel Sousa, Lars Büthe, and Thomas Pederson · 2013
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Learning phrase representations using RNN encoder-decoder for statistical machine translation
Kyunghyun Cho, B. van Merrienboer, Caglar Gulcehre, F. Bougares, H. Schwenk, and Yoshua Bengio · 2014
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Auto-Encoding Variational Bayes
Diederik P. Kingma and Max Welling · 2014
Earlier work this paper cites.
Generative Adversarial Nets
Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio · 2014
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Very deep convolutional neural network based image classification using small training sample size
Shuying Liu and Weihong Deng · 2015
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Going deeper with convolutions
Christian Szegedy, Wei Liu, Yangqing Jia, Pierre Sermanet, Scott Reed, Dragomir Anguelov, Dumitru Erhan, Vincent Vanhoucke, and Andrew Rabinovich · 2015
Earlier work this paper cites.
ICDAR2015 competition on recognition of documents with complex layouts - RDCL2015
A. Antonacopoulos, C. Clausner, C. Papadopoulos, and S. Pletschacher · 2015
Earlier work this paper cites.
"What Parts of Your Apps are Loved by Users?" (T)
Xiaodong Gu and Sunghun Kim · 2015
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Learning visual similarity for product design with convolutional neural networks
Sean Bell and Kavita Bala · 2015
Earlier work this paper cites.
Towards a SignWriting recognition system
D. Stiehl, L. Addams, L. S. Oliveira, C. Guimarães, and A. S. Britto · 2015
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Deep learning
Ian Goodfellow, Yoshua Bengio, and Aaron Courville · 2016
Earlier work this paper cites.
Deep Residual Learning for Image Recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
Earlier work this paper cites.
ERICA: Interaction Mining Mobile Apps
Biplab Deka, Zifeng Huang, and Ranjitha Kumar · 2016
Cited alongside, same era.
Demonstrator for extracting cognitive load from pupil dilation for attention management services
Benedikt Gollan, Michael Haslgrübler, and Alois Ferscha · 2016
Cited alongside, same era.
A weakly supervised activity recognition framework for real-time synthetic biology laboratory assistance
Chandrashekhar Lavania, Sunil Thulasidasan, Anthony LaMarca, Jeffrey Scofield, and Jeff Bilmes · 2016
Cited alongside, same era.
UbiTouch: ubiquitous smartphone touchpads using built-in proximity and ambient light sensors
Elliott Wen, Winston Seah, Bryan Ng, Xuefeng Liu, and Jiannong Cao · 2016
Cited alongside, same era.
Interactive sketching of urban procedural models
Gen Nishida, Ignacio Garcia-Dorado, Daniel G. Aliaga, Bedrich Benes, and Adrien Bousseau · 2016
Cited alongside, same era.
LIRAT: Layout and Image Recognition Driving Automated Mobile Testing of Cross-Platform
Shengcheng Yu, Chunrong Fang, Yang Feng, Wenyuan Zhao, and Zhenyu Chen · 2019
Later among the works it cites.
Convolutional Character Networks
Linjie Xing, Zhi Tian, Weilin Huang, and Matthew Scott · 2019
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A Dynamic User Interface Based BCI Environmental Control System
Saisai Zhong, Yadong Liu, Yang Yu, Jingsheng Tang, Zongtan Zhou, and Dewen Hu · 2019
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TapSix: A Palm-Worn Glove with a Low-Cost Camera Sensor that Turns a Tactile Surface into a Six-Key Chorded Keyboard by Detection Finger Taps
Dongseok Yang, Kanghee Lee, and Younggeun Choi · 2019
Later among the works it cites.
iFeedback: Exploiting User Feedback for Real-Time Issue Detection in Large-Scale Online Service Systems
Wujie Zheng, Haochuan Lu, Yangfan Zhou, Jianming Liang, Haibing Zheng, and Yuetang Deng · 2019
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Quan Kong, Takuya Maekawa, Taiki Miyanishi, and Takayuki Suyama · 2016
Cited alongside, same era.
An overview of gradient descent optimization algorithms
Sebastian Ruder · 2017
Cited alongside, same era.
Rico: A Mobile App Dataset for Building Data-Driven Design Applications
Biplab Deka, Zifeng Huang, Chad Franzen, Joshua Hibschman, Daniel Afergan, Yang Li, Jeffrey Nichols, and Ranjitha Kumar · 2017
Cited alongside, same era.
VoCo: text-based insertion and replacement in audio narration
Zeyu Jin, Gautham J. Mysore, Stephen Diverdi, Jingwan Lu, and Adam Finkelstein · 2017
Cited alongside, same era.
Understanding Diverse Usage Patterns from Large-Scale Appstore-Service Profiles
Xuanzhe Liu, Huoran Li, Xuan Lu, Tao Xie, Qiaozhu Mei, Feng Feng, and Hong Mei · 2017
Cited alongside, same era.
Exception beyond Exception: Crashing Android System by Trapping in "Uncaught Exception"
Jingzheng Wu, Shen Liu, Shouling Ji, Mutian Yang, Tianyue Luo, Yanjun Wu, and Yongji Wang · 2017
Cited alongside, same era.
DeepSketch2Face: a deep learning based sketching system for 3D face and caricature modeling
Xiaoguang Han, Chang Gao, and Yizhou Yu · 2017
Cited alongside, same era.
Mallard: Turn the Web into a Contextualized Prototyping Environment for Machine Learning
Xiong Zhang and Philip J. Guo · 2019
Later among the works it cites.
Automatic Generation of Graphical User Interface Prototypes from Unrestricted Natural Language Requirements
Kristian Kolthoff · 2019
Later among the works it cites.
Understanding and Modeling User-Perceived Brand Personality from Mobile Application UIs
Ziming Wu, Taewook Kim, Quan Li, and Xiaojuan Ma · 2019
Later among the works it cites.
Swire: Sketch-based User Interface Retrieval
Forrest Huang, John F. Canny, and Jeffrey Nichols · 2019
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Design of Semantic-Based Colorization of Graphical User Interface Through Conditional Generative Adversarial Nets
Younghoon Lee and Sungzoon Cho · 2019
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Learning to Infer User Interface Attributes from Images
Philippe Schlattner, Pavol Bielik, and Martin T. Vechev · 2019
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Easy-to-Deploy API Extraction by Multi-Level Feature Embedding and Transfer Learning
Suyu Ma, Zhenchang Xing, Chunyang Chen, Cheng Chen, Lizhen Qu, and Guoqiang Li · 2019
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Targeted example generation for compilation errors
Umair Z. Ahmed, Renuka Sindhgatta, Nisheeth Srivastava, and Amey Karkare · 2019
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mobEYEle: an embedded eye tracking platform for industrial assistance
Florian Jungwirth, Michaela Murauer, Johannes Selymes, Michael Haslgrübler, Benedikt Gollan, and Alois Ferscha · 2019
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Say and Find it: A Multimodal Wearable Interface for People with Visual Impairment
Taeyong Kim, Sanghong Kim, Joonhee Choi, Youngsun Lee, and Bowon Lee · 2019
Later among the works it cites.
VIAN: A Visual Annotation Tool for Film Analysis
Gaudenz Halter, Rafael Ballester-Ripoll, Barbara Flueckiger, and Renato Pajarola · 2019
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Opisthenar: Hand Poses and Finger Tapping Recognition by Observing Back of Hand Using Embedded Wrist Camera
Hui-Shyong Yeo, Erwin Wu, Juyoung Lee, Aaron Quigley, and Hideki Koike · 2019
Later among the works it cites.
Sketchforme: Composing Sketched Scenes from Text Descriptions for Interactive Applications
Forrest Huang and John F. Canny · 2019
Later among the works it cites.
Lancer: Your Code Tell Me What You Need
Shufan Zhou, Beijun Shen, and Hao Zhong · 2019
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Digital Auditor: A Framework for Matching Duplicate Invoices
Himanshu Sharad Bhatt, Shourya Roy, Lokesh Bhatnagar, Chetan Lohani, and Vinit Jain · 2019
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Android GUI search using hand-drawn sketches
Xiaofei Ge · 2019
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Smartphone help contents re-organization considering user specification via conditional GAN
Younghoon Lee, Sungzoon Cho, and Jinhae Choi · 2019
Later among the works it cites.
MirrorGAN: Learning Text-To-Image Generation by Redescription
Tingting Qiao, Jing Zhang, Duanqing Xu, and Dacheng Tao · 2019
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ARAnimator
Hui Ye, Kin Chung Kwan, Wanchao Su, and Hongbo Fu · 2020
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Freehand-Steering Locomotion Techniques for Immersive Virtual Environments: A Comparative Evaluation
Giuseppe Caggianese, Nicola Capece, Ugo Erra, Luigi Gallo, and Michele Rinaldi · 2020
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Deep Learning Based Program Generation from Requirements Text: Are We There Yet?
Hui Liu, Mingzhu Shen, Jiaqi Zhu, Nan Niu, Ge Li, and Lu Zhang · 2020
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psc2code: Denoising Code Extraction from Programming Screencasts
Lingfeng Bao, Zhenchang Xing, Xin Xia, David Lo, Minghui Wu, and Xiaohu Yang · 2020
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Improving activity data collection with on-device personalization using fine-tuning
Nattaya Mairittha, Tittaya Mairittha, and Sozo Inoue · 2020
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Vision-Language Navigation Policy Learning and Adaptation
Xin Wang, Qiuyuan Huang, Asli Celikyilmaz, Jianfeng Gao, Dinghan Shen, Yuan-Fang Wang, William Wang, and Lei Zhang · 2020
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Doodle2App: native app code by freehand UI sketching
Soumik Mohian and Christoph Csallner · 2020
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Peax: Interactive Visual Pattern Search in Sequential Data Using Unsupervised Deep Representation Learning
Fritz Lekschas, Brant Peterson, Daniel Haehn, Eric Ma, Nils Gehlenborg, and Hanspeter Pfister · 2020
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Automatic synthesis of advertising images according to a specified style
Wei-tao You, Hao Jiang, Zhi-yuan Yang, Chang-yuan Yang, and Ling-yun Sun · 2095
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Applications of artificial intelligence in intelligent manufacturing: a review
Bo-hu Li, Bao-cun Hou, Wen-tao Yu, Xiao-bing Lu, and Chun-wei Yang · 2095
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SmartPaint: a co-creative drawing system based on generative adversarial networks
Lingyun Sun, Pei Chen, Wei Xiang, Peng Chen, Wei-yue Gao, and Ke-jun Zhang · 2095
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