Synthetic Data for Deep Learning

25 September 2019

Papers citing "Synthetic Data for Deep Learning"

50 / 373 papers shown

Title
SynLexLM: Scaling Legal LLMs with Synthetic Data and Curriculum Learning Ojasw Upadhyay Abishek Saravankumar Ayman Ismail AILaw SyDa ELM 105 1 0 26 Apr 2025
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 151 30,069 0 01 Mar 2022
Synthetic Datasets for Neural Program Synthesis Richard Shin Neel Kant Kavi Gupta Christopher M. Bender Brandon Trabucco Rishabh Singh D. Song NAI 84 45 0 27 Dec 2019
Domain Randomization and Pyramid Consistency: Simulation-to-Real Generalization without Accessing Target Domain Data Xiangyu Yue Yang Zhang Sicheng Zhao Alberto L. Sangiovanni-Vincentelli Kurt Keutzer Boqing Gong OOD 51 382 0 02 Sep 2019
Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach Qing Lian Fengmao Lv Lixin Duan Boqing Gong SSeg 55 226 0 26 Aug 2019
Generative Adversarial Network for Handwritten Text Bo Ji Tianyi Chen GAN 25 26 0 27 Jul 2019
How much real data do we actually need: Analyzing object detection performance using synthetic and real data F. Nowruzi Prince Kapoor Dhanvin Kolhatkar Fahed Al Hassanat R. Laganière Julien Rebut 45 77 0 16 Jul 2019
SynthCity: A large scale synthetic point cloud David J. Griffiths Jan Boehm 3DPC 3DV 67 58 0 10 Jul 2019
Generating All the Roads to Rome: Road Layout Randomization for Improved Road Marking Segmentation Tom Bruls Horia Porav Lars Kunze Paul Newman 36 6 0 10 Jul 2019
Generating Sentences from Disentangled Syntactic and Semantic Spaces Yu Bao Hao Zhou Shujian Huang Lei Li Lili Mou Olga Vechtomova Xinyu Dai Jiajun Chen DRL 35 107 0 06 Jul 2019
ORRB -- OpenAI Remote Rendering Backend Maciek Chociej Peter Welinder Lilian Weng AI4CE 33 10 0 26 Jun 2019
Handwritten Text Segmentation via End-to-End Learning of Convolutional Neural Network Junho Jo H. Koo Jae Woong Soh N. Cho 28 32 0 12 Jun 2019
Synthesizing Diverse Lung Nodules Wherever Massively: 3D Multi-Conditional GAN-based CT Image Augmentation for Object Detection Changhee Han Yoshiro Kitamura Akira Kudo Akimichi Ichinose L. Rundo Yujiro Furukawa Kazuki Umemoto Yuanzhong Li Hideki Nakayama MedIm 33 117 0 12 Jun 2019
Data Augmentation for Object Detection via Progressive and Selective Instance-Switching Hao Wang Qilong Wang Fan Yang Jiexia Ye W. Zuo 37 62 0 02 Jun 2019
Combining Noise-to-Image and Image-to-Image GANs: Brain MR Image Augmentation for Tumor Detection Changhee Han L. Rundo Ryosuke Araki Yudai Nagano Yujiro Furukawa G. Mauri Hideki Nakayama Hideaki Hayashi MedIm 25 158 0 31 May 2019
Emergence of Object Segmentation in Perturbed Generative Models Adam Bielski Paolo Favaro 56 98 0 29 May 2019
Defending Against Neural Fake News Rowan Zellers Ari Holtzman Hannah Rashkin Yonatan Bisk Ali Farhadi Franziska Roesner Yejin Choi AAML 100 1,019 0 29 May 2019
LeagueAI: Improving object detector performance and flexibility through automatically generated training data and domain randomization Oliver Struckmeier 26 3 0 28 May 2019
Towards Automatic Generation of Shareable Synthetic Clinical Notes Using Neural Language Models Oren Melamud Chaitanya P. Shivade SyDa MedIm 40 36 0 16 May 2019
3D Semantic Scene Completion from a Single Depth Image using Adversarial Training Yueh-Tung Chen Martin Garbade Juergen Gall 3DPC GAN 23 19 0 15 May 2019
Attention-based Deep Reinforcement Learning for Multi-view Environments Elaheh Barati Xuewen Chen Z. Zhong 37 6 0 10 May 2019
WoodScape: A multi-task, multi-camera fisheye dataset for autonomous driving S. Yogamani Ciarán Hughes Jonathan Horgan Ganesh Sistu P. Varley ... Sumanth Chennupati Sanjaya Nayak Saquib Mansoor Xavier Perroton P. Pérez HAI 46 263 0 04 May 2019
From Video Game to Real Robot: The Transfer between Action Spaces Janne Karttunen Anssi Kanervisto Ville Kyrki Ville Hautamaki 46 8 0 02 May 2019
RetinaFace: Single-stage Dense Face Localisation in the Wild Jiankang Deng Jiaxin Guo Yuxiang Zhou Jinke Yu I. Kotsia Stefanos Zafeiriou CVBM 3DH 60 587 0 02 May 2019
Precise Synthetic Image and LiDAR (PreSIL) Dataset for Autonomous Vehicle Perception Braden Hurl Krzysztof Czarnecki Steven Waslander 3DPC 3DV 49 104 0 01 May 2019
Synthetic Data Generation and Adaption for Object Detection in Smart Vending Machines Kai Wang Fuyuan Shi Wenqi Wang Yibing Nan Kai Wang 31 12 0 28 Apr 2019
A Survey on Face Data Augmentation Xiang Wang Kai Wang Kai Wang CVBM 43 133 0 26 Apr 2019
Meta-Sim: Learning to Generate Synthetic Datasets Amlan Kar Aayush Prakash Ming-Yuan Liu Eric Cameracci Justin Yuan Matt Rusiniak David Acuna Antonio Torralba Sanja Fidler 93 248 0 25 Apr 2019
TextKD-GAN: Text Generation using KnowledgeDistillation and Generative Adversarial Networks Md. Akmal Haidar Mehdi Rezagholizadeh 62 52 0 23 Apr 2019
XLSor: A Robust and Accurate Lung Segmentor on Chest X-Rays Using Criss-Cross Attention and Customized Radiorealistic Abnormalities Generation Youbao Tang Yuxing Tang Jing Xiao Ronald M. Summers 40 119 0 19 Apr 2019
A Novel BiLevel Paradigm for Image-to-Image Translation Liqian Ma Qianru Sun Bernt Schiele Luc Van Gool 60 5 0 18 Apr 2019
Neural Painters: A learned differentiable constraint for generating brushstroke paintings Reiichiro Nakano GAN 30 62 0 17 Apr 2019
Active Domain Randomization Bhairav Mehta Manfred Diaz Florian Golemo C. Pal Liam Paull 38 262 0 09 Apr 2019
Bilingual-GAN: A Step Towards Parallel Text Generation Ahmad Rashid Alan Do-Omri Md. Akmal Haidar Qun Liu Mehdi Rezagholizadeh 55 207 0 09 Apr 2019
DeceptionNet: Network-Driven Domain Randomization Sergey Zakharov Wadim Kehl Slobodan Ilic OOD 32 91 0 04 Apr 2019
VRGym: A Virtual Testbed for Physical and Interactive AI Xu Xie Hangxin Liu Zhenliang Zhang Yuxing Qiu Feng Gao Siyuan Qi Yixin Zhu Song-Chun Zhu 37 27 0 02 Apr 2019
Habitat: A Platform for Embodied AI Research Manolis Savva Abhishek Kadian Oleksandr Maksymets Yili Zhao Erik Wijmans ... Jia-Wei Liu V. Koltun Jitendra Malik Devi Parikh Dhruv Batra LM&Ro 97 1,390 0 02 Apr 2019
Infinite Brain MR Images: PGGAN-based Data Augmentation for Tumor Detection Changhee Han L. Rundo Ryosuke Araki Yujiro Furukawa G. Mauri Hideki Nakayama Hideaki Hayashi MedIm 38 91 0 29 Mar 2019
How to pick the domain randomization parameters for sim-to-real transfer of reinforcement learning policies? Q. Vuong Sharad Vikram H. Su Sicun Gao Henrik I. Christensen OOD 35 48 0 28 Mar 2019
Data Augmentation for Leaf Segmentation and Counting Tasks in Rosette Plants Dmitry Kuznichov Alon Zvirin Yaron Honen Ron Kimmel 23 89 0 20 Mar 2019
Learning to Augment Synthetic Images for Sim2Real Policy Transfer Alexander Pashevich Robin Strudel Igor Kalevatykh Ivan Laptev Cordelia Schmid 34 45 0 18 Mar 2019
VRKitchen: an Interactive 3D Virtual Environment for Task-oriented Learning Xiaofeng Gao Ran Gong Tianmin Shu Xu Xie Shu Wang Song-Chun Zhu 39 61 0 13 Mar 2019
An "On The Fly" Framework for Efficiently Generating Synthetic Big Data Sets Karl Mason Sadegh Vejdan S. Grijalva 18 10 0 12 Mar 2019
Learning to Paint With Model-based Deep Reinforcement Learning Zhewei Huang Wen Heng Shuchang Zhou GAN 63 153 0 11 Mar 2019
Deep Reinforcement Learning of Volume-guided Progressive View Inpainting for 3D Point Scene Completion from a Single Depth Image Xiaoguang Han Zhaoxuan Zhang Dong Du Mingdai Yang Jingming Yu Pan Pan Xin Yang Ligang Liu Zixiang Xiong Shuguang Cui 3DPC 65 51 0 10 Mar 2019
Realtime Rooftop Landing Site Identification and Selection in Urban City Simulation J. Castagno Yu Yao E. Atkins 21 3 0 09 Mar 2019
Learning from Synthetic Data for Crowd Counting in the Wild Qi. Wang Junyu Gao Wei Lin Yuan. Yuan 70 525 0 08 Mar 2019
Stochastic Sampling Simulation for Pedestrian Trajectory Prediction Cyrus Anderson Xiaoxiao Du Ram Vasudevan Matthew Johnson-Roberson 27 14 0 05 Mar 2019
Adversarial Generation of Handwritten Text Images Conditioned on Sequences Eloi Alonso Bastien Moysset Ronaldo O. Messina GAN 39 82 0 01 Mar 2019
Deep High-Resolution Representation Learning for Human Pose Estimation Ke Sun Bin Xiao Dong Liu Jingdong Wang 3DV 102 4,024 0 25 Feb 2019