Synthetic Data for Deep Learning

25 September 2019

Papers citing "Synthetic Data for Deep Learning"

50 / 373 papers shown

Title
Modeling Visual Context is Key to Augmenting Object Detection Datasets Nikita Dvornik Julien Mairal Cordelia Schmid 65 243 0 19 Jul 2018
Effective Use of Synthetic Data for Urban Scene Semantic Segmentation F. Saleh M. S. Aliakbarian Mathieu Salzmann L. Petersson J. Álvarez 33 154 0 16 Jul 2018
Applying Domain Randomization to Synthetic Data for Object Category Detection João Borrego Atabak Dehban R. Figueiredo Plinio Moreno Alexandre Bernardino J. Santos-Victor 33 42 0 16 Jul 2018
High-Resolution Mammogram Synthesis using Progressive Generative Adversarial Networks Dimitrios Korkinof T. Rijken Michael OÑeill J. Yearsley H. Harvey Ben Glocker MedIm 37 65 0 09 Jul 2018
NAPS: Natural Program Synthesis Dataset Maksym Zavershynskyi Alexander Skidanov Illia Polosukhin ReCod 88 36 0 06 Jul 2018
Transfer Learning From Synthetic To Real Images Using Variational Autoencoders For Precise Position Detection Tadanobu Inoue Subhajit Chaudhury Giovanni De Magistris Sakyasingha Dasgupta 31 38 0 04 Jul 2018
QT-Opt: Scalable Deep Reinforcement Learning for Vision-Based Robotic Manipulation Dmitry Kalashnikov A. Irpan P. Pastor Julian Ibarz Alexander Herzog ... Deirdre Quillen E. Holly Mrinal Kalakrishnan Vincent Vanhoucke Sergey Levine 98 1,454 0 27 Jun 2018
Combining Recurrent Neural Networks and Adversarial Training for Human Motion Synthesis and Control Zhiyong Wang Jinxiang Chai Shi-hong Xia GAN 26 74 0 21 Jun 2018
MedGAN: Medical Image Translation using GANs Karim Armanious Chenming Yang Marc Fischer Thomas Kustner K. Nikolaou S. Gatidis Bin Yang GAN MedIm 48 545 0 17 Jun 2018
A Virtual Environment with Multi-Robot Navigation, Analytics, and Decision Support for Critical Incident Investigation David L. Smyth J. Fennell S. Abinesh Nazli B. Karimi F. Glavin I. Ullah Brett Drury Michael G. Madden 27 8 0 12 Jun 2018
Learning Transferable UAV for Forest Visual Perception Lyujie Chen Wufan Wang Jihong Zhu 20 7 0 10 Jun 2018
Adversarial Domain Adaptation for Classification of Prostate Histopathology Whole-Slide Images Jian Ren Ilker Hacihaliloglu E. Singer D. Foran X. Qi GAN MedIm OOD 33 107 0 04 Jun 2018
Soccer on Your Tabletop Konstantinos Rematas Ira Kemelmacher-Shlizerman Brian L. Curless S. M. Seitz 22 91 0 03 Jun 2018
Semantic-Aware Generative Adversarial Nets for Unsupervised Domain Adaptation in Chest X-ray Segmentation Cheng Chen Qi Dou Hao Chen Pheng-Ann Heng OOD GAN MedIm 33 160 0 02 Jun 2018
Natural Language Generation for Electronic Health Records Scott H. Lee SyDa 27 83 0 01 Jun 2018
DialogWAE: Multimodal Response Generation with Conditional Wasserstein Auto-Encoder Xiaodong Gu Kyunghyun Cho Jung-Woo Ha Sunghun Kim DRL 61 129 0 31 May 2018
Deep CT to MR Synthesis using Paired and Unpaired Data Cheng-Bin Jin Hakil Kim Wonmo Jung Seongsu Joo Eunsik Park Young Saem Ahn I. Han Jae-Il Lee X. Cui MedIm 37 193 0 28 May 2018
Image-to-image translation for cross-domain disentanglement Abel Gonzalez-Garcia Joost van de Weijer Yoshua Bengio DRL 46 240 0 24 May 2018
AutoAugment: Learning Augmentation Policies from Data E. D. Cubuk Barret Zoph Dandelion Mané Vijay Vasudevan Quoc V. Le 101 1,764 0 24 May 2018
Deep Learning with Cinematic Rendering: Fine-Tuning Deep Neural Networks Using Photorealistic Medical Images Faisal Mahmood Richard J. Chen S. Sudarsky Daphne Yu Nicholas J. Durr MedIm 44 43 0 22 May 2018
Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations Sosuke Kobayashi 69 610 0 16 May 2018
PAD-Net: Multi-Tasks Guided Prediction-and-Distillation Network for Simultaneous Depth Estimation and Scene Parsing Dan Xu Wanli Ouyang Xiaogang Wang N. Sebe MoE 46 477 0 11 May 2018
Leveraging Grammar and Reinforcement Learning for Neural Program Synthesis Rudy Bunel Matthew J. Hausknecht Jacob Devlin Rishabh Singh Pushmeet Kohli NAI 91 217 0 11 May 2018
High-resolution medical image synthesis using progressively grown generative adversarial networks Andrew Beers James M. Brown Ken Chang J. Peter Campbell S. Ostmo Michael F. Chiang Jayashree Kalpathy-Cramer GAN MedIm 37 81 0 08 May 2018
Adversarial Image Registration with Application for MR and TRUS Image Fusion Pingkun Yan Sheng Xu A. Rastinehad Bradford J. Wood GAN MedIm 33 84 0 30 Apr 2018
Domain Adaptation through Synthesis for Unsupervised Person Re-identification Sławomir Bąk Peter Carr Jean-François Lalonde 80 226 0 26 Apr 2018
Generating a Fusion Image: One's Identity and Another's Shape Donggyu Joo Doyeon Kim Junmo Kim GAN 49 35 0 20 Apr 2018
Falling Things: A Synthetic Dataset for 3D Object Detection and Pose Estimation Jonathan Tremblay Thang To Stan Birchfield 51 169 0 18 Apr 2018
Training Deep Networks with Synthetic Data: Bridging the Reality Gap by Domain Randomization Jonathan Tremblay Aayush Prakash David Acuna M. Brophy Varun Jampani Cem Anil Thang To Eric Cameracci Shaad Boochoon Stan Birchfield OOD 58 813 0 18 Apr 2018
IterGANs: Iterative GANs to Learn and Control 3D Object Transformation Ysbrand Galama Thomas Mensink GAN 64 10 0 16 Apr 2018
Multimodal Unsupervised Image-to-Image Translation Xun Huang Ming-Yuan Liu Serge J. Belongie Jan Kautz 115 2,479 0 12 Apr 2018
MelanoGANs: High Resolution Skin Lesion Synthesis with GANs Christoph Baur Shadi Albarqouni Nassir Navab GAN MedIm 56 87 0 12 Apr 2018
YOLOv3: An Incremental Improvement Joseph Redmon Ali Farhadi ObjD 93 21,306 0 08 Apr 2018
Data-driven Policy Transfer with Imprecise Perception Simulation M. Pecka Karel Zimmermann Matěj Petrlík Tomáš Svoboda 38 11 0 05 Apr 2018
StainGAN: Stain Style Transfer for Digital Histological Images M. Shaban Christoph Baur Nassir Navab Shadi Albarqouni MedIm 47 273 0 04 Apr 2018
Neural-Guided Deductive Search for Real-Time Program Synthesis from Examples Ashwin J. Vijayakumar Abhishek Mohta Oleksandr Polozov Dhruv Batra Prateek Jain Sumit Gulwani NAI 83 164 0 03 Apr 2018
Synthesizing Programs for Images using Reinforced Adversarial Learning Yaroslav Ganin Tejas D. Kulkarni Igor Babuschkin A. Eslami Oriol Vinyals GAN 44 229 0 03 Apr 2018
Correlated discrete data generation using adversarial training Shreyas Patel A. Kakadiya Maitrey Mehta Raj Derasari Rahul Patel Ratnik Gandhi GAN 52 19 0 03 Apr 2018
A LiDAR Point Cloud Generator: from a Virtual World to Autonomous Driving Xiangyu Yue Bichen Wu Sanjit A. Seshia Kurt Keutzer Alberto L. Sangiovanni-Vincentelli 3DPC 18 205 0 31 Mar 2018
Learning to Anonymize Faces for Privacy Preserving Action Detection Zhongzheng Ren Yong Jae Lee Michael S. Ryoo CVBM PICV 97 204 0 30 Mar 2018
DIY Human Action Data Set Generation Mehran Khodabandeh Hamid Reza Vaezi Joze Ilya Zharkov V. Pradeep 34 11 0 29 Mar 2018
Social GAN: Socially Acceptable Trajectories with Generative Adversarial Networks Agrim Gupta Justin Johnson Li Fei-Fei Silvio Savarese Alexandre Alahi GAN 146 1,895 0 29 Mar 2018
Attention-GAN for Object Transfiguration in Wild Images Xinyuan Chen Chang Xu Xiaokang Yang Dacheng Tao 54 176 0 19 Mar 2018
Learning to Segment via Cut-and-Paste Tal Remez Jonathan Huang Matthew A. Brown 63 99 0 16 Mar 2018
Tensor2Tensor for Neural Machine Translation Ashish Vaswani Samy Bengio E. Brevdo François Chollet Aidan Gomez ... Nal Kalchbrenner Niki Parmar Ryan Sepassi Noam M. Shazeer Jakob Uszkoreit 81 528 0 16 Mar 2018
A Dataset and Architecture for Visual Reasoning with a Working Memory G. R. Yang Igor Ganichev Xiao-Jing Wang Jonathon Shlens David Sussillo 38 54 0 16 Mar 2018
A Deep Learning Based Behavioral Approach to Indoor Autonomous Navigation G. Sepulveda Juan Carlos Niebles Á. Soto GNN 30 37 0 12 Mar 2018
Generating Artificial Data for Private Deep Learning Aleksei Triastcyn Boi Faltings 38 48 0 08 Mar 2018
GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification Maayan Frid-Adar I. Diamant Eyal Klang Michal Amitai Jacob Goldberger H. Greenspan GAN MedIm 62 1,554 0 03 Mar 2018
Translating and Segmenting Multimodal Medical Volumes with Cycle- and Shape-Consistency Generative Adversarial Network Zizhao Zhang Ling Yang Yefeng Zheng MedIm 108 378 0 27 Feb 2018