Synthetic Data for Deep Learning

25 September 2019

Papers citing "Synthetic Data for Deep Learning"

49 / 99 papers shown

Title
Mask Focal Loss: A unifying framework for dense crowd counting with canonical object detection networks Xiaopin Zhong Guan Wang Weixiang Liu Zongze Wu Yuanlong Deng 25 5 0 22 Dec 2022
Towards a Taxonomy for the Use of Synthetic Data in Advanced Analytics Peter Kowalczyk Giacomo Welsch Frédéric Thiesse 15 2 0 05 Dec 2022
Navigating causal deep learning Jeroen Berrevoets Krzysztof Kacprzyk Zhaozhi Qian M. Schaar CML 21 2 0 01 Dec 2022
Differentially-Private Data Synthetisation for Efficient Re-Identification Risk Control Tânia Carvalho Nuno Moniz Luís Antunes Nitesh V. Chawla 11 3 0 01 Dec 2022
Improving Multimodal Interactive Agents with Reinforcement Learning from Human Feedback Josh Abramson Arun Ahuja Federico Carnevale Petko Georgiev Alex Goldin ... Tamara von Glehn Greg Wayne Nathaniel Wong Chen Yan Rui Zhu 23 27 0 21 Nov 2022
Let's Enhance: A Deep Learning Approach to Extreme Deblurring of Text Images Theophil Trippe Martin Genzel Jan Macdonald M. März 19 1 0 18 Nov 2022
DC-Check: A Data-Centric AI checklist to guide the development of reliable machine learning systems Nabeel Seedat F. Imrie M. Schaar 25 12 0 09 Nov 2022
Synthetic-to-real Composite Semantic Segmentation in Additive Manufacturing Aliaksei L. Petsiuk Harnoor Singh Himanshu Dadhwal Joshua M. Pearce 18 5 0 14 Oct 2022
Secure Multiparty Computation for Synthetic Data Generation from Distributed Data Mayana Pereira Sikha Pentyala A. Nascimento R. T. D. Sousa Martine De Cock 6 6 0 13 Oct 2022
The Chamber Ensemble Generator: Limitless High-Quality MIR Data via Generative Modeling Yusong Wu Josh Gardner Ethan Manilow Ian Simon Curtis Hawthorne Jesse Engel 29 10 0 28 Sep 2022
Archangel: A Hybrid UAV-based Human Detection Benchmark with Position and Pose Metadata Yingzhe Shen Yaesop Lee H. Kwon D. Conover Shuvra S. Bhattacharyya Nikolas Vale Joshua D. Gray G. J. Leong Kenneth D. Evensen Frank E. Skirlo 12 9 0 31 Aug 2022
Customs Import Declaration Datasets Chae-Seong Jeong Sundong Kim Jaewoo Park Yeonsoo Choi 16 3 0 04 Aug 2022
Machine Learning Sensors Pete Warden Matthew P. Stewart Brian Plancher Colby R. Banbury Shvetank Prakash Emma Chen Zain Asgar Sachin Katti Vijay Janapa Reddi 19 12 0 07 Jun 2022
Automatic Generation of Synthetic Colonoscopy Videos for Domain Randomization Abhishek Jagtap M. Heinrich Marian Himstedt MedIm 11 1 0 20 May 2022
Synthetic Data -- what, why and how? James Jordon Lukasz Szpruch F. Houssiau M. Bottarelli Giovanni Cherubin Carsten Maple Samuel N. Cohen Adrian Weller 25 108 0 06 May 2022
Cross-View Cross-Scene Multi-View Crowd Counting Qi Zhang Wei Lin Antoni B. Chan 36 62 0 03 May 2022
Can Information Behaviour Inform Machine Learning? M. Ridley AI4CE 11 0 0 01 May 2022
SLAM-Supported Self-Training for 6D Object Pose Estimation Ziqian Lu Yihao Zhang Kevin Doherty Odin Severinsen Ethan Yang John J. Leonard 48 10 0 08 Mar 2022
Knock, knock. Who's there? -- Identifying football player jersey numbers with synthetic data D. Bhargavi Erika Pelaez Coyotl Sia Gholami 9 16 0 01 Mar 2022
Leveraging Synthetic Data in Object Detection on Unmanned Aerial Vehicles Benjamin Kiefer D. Ott A. Zell 17 44 0 22 Dec 2021
SyntEO: Synthetic Data Set Generation for Earth Observation and Deep Learning -- Demonstrated for Offshore Wind Farm Detection Thorsten Hoeser C. Kuenzer 22 19 0 06 Dec 2021
Tracking Blobs in the Turbulent Edge Plasma of a Tokamak Fusion Device W. Han RA Pietersen Rafael Villamor‐Lora Matthew Beveridge N. Offeddu T. Golfinopoulos C. Theiler J. Terry E. Marmar Iddo Drori 9 15 0 16 Nov 2021
Fine-Grained Image Analysis with Deep Learning: A Survey Xiu-Shen Wei Yi-Zhe Song Oisin Mac Aodha Jianxin Wu Yuxin Peng Jinhui Tang Jian Yang Serge J. Belongie 66 279 0 11 Nov 2021
UltraPose: Synthesizing Dense Pose with 1 Billion Points by Human-body Decoupling 3D Model Haonan Yan Jiaqi Chen Xujie Zhang Shengkai Zhang Nianhong Jiao Xiaodan Liang Tianxiang Zheng 3DH 19 13 0 28 Oct 2021
Sim2Air - Synthetic aerial dataset for UAV monitoring A. Barišić Frano Petrić Stjepan Bogdan 18 20 0 11 Oct 2021
Improving Fractal Pre-training Connor Anderson Ryan Farrell 80 27 0 06 Oct 2021
iShape: A First Step Towards Irregular Shape Instance Segmentation Lei Yang Yan Wei Yisheng He Wei Sun Zhenhang Huang Haibin Huang Haoqiang Fan 20 11 0 30 Sep 2021
Responsible and Regulatory Conform Machine Learning for Medicine: A Survey of Challenges and Solutions Eike Petersen Yannik Potdevin Esfandiar Mohammadi Stephan Zidowitz Sabrina Breyer ... Sandra Henn Ludwig Pechmann M. Leucker P. Rostalski Christian Herzog FaML AILaw OOD 14 21 0 20 Jul 2021
DynaDog+T: A Parametric Animal Model for Synthetic Canine Image Generation Jake Deane Sinéad Kearney K. Kim Darren Cosker MedIm 14 5 0 15 Jul 2021
Towards Measuring Bias in Image Classification Nina Schaaf Omar de Mitri Hang Beom Kim A. Windberger Marco F. Huber SSL 10 10 0 01 Jul 2021
Predicting Depth from Semantic Segmentation using Game Engine Dataset Mohammad Amin Kashi 3DV MDE 14 0 0 12 Jun 2021
Log2NS: Enhancing Deep Learning Based Analysis of Logs With Formal to Prevent Survivorship Bias Charanraj Thimmisetty Praveen Tiwari Didac Gil Nandini Ramanan Marjorie Sayer Viswesh Ananthakrishnan C. Coelho 8 0 0 29 May 2021
Occluded Video Instance Segmentation: A Benchmark Jiyang Qi Yan Gao Yao Hu Xinggang Wang Xiaoyu Liu Xiang Bai Serge J. Belongie Alan Yuille Philip H. S. Torr S. Bai VOS VLM 19 135 0 02 Feb 2021
Protecting Big Data Privacy Using Randomized Tensor Network Decomposition and Dispersed Tensor Computation Jenn-Bing Ong W. Ng Ivan Tjuawinata Chao Li Jielin Yang Sai None Myne Huaxiong Wang K. Lam C.-C. Jay Kuo FedML 23 3 0 04 Jan 2021
VAE-Info-cGAN: Generating Synthetic Images by Combining Pixel-level and Feature-level Geospatial Conditional Inputs Xuerong Xiao Swetava Ganguli Vipul Pandey GAN 21 14 0 08 Dec 2020
Hypersim: A Photorealistic Synthetic Dataset for Holistic Indoor Scene Understanding Mike Roberts Jason Ramapuram Anurag Ranjan Atulit Kumar Miguel Angel Bautista Nathan Paczan Russ Webb Joshua M. Susskind 8 368 0 04 Nov 2020
Improving Text Relationship Modeling with Artificial Data Peter Organisciak Maggie Ryan 16 1 0 27 Oct 2020
Image-Driven Furniture Style for Interactive 3D Scene Modeling Tomer Weiss Ilkay Yildiz Nitin Agarwal E. Cansizoglu Jae-Woo Choi 3DV 3DPC 10 14 0 20 Oct 2020
Tubular Shape Aware Data Generation for Semantic Segmentation in Medical Imaging I. Sirazitdinov H. Schulz A. Saalbach S. Renisch Dmitry V. Dylov MedIm 11 2 0 02 Oct 2020
PennSyn2Real: Training Object Recognition Models without Human Labeling Ty Nguyen Ian D. Miller Avraham Cohen Dinesh Thakur Shashank Prasad Camillo J. Taylor Pratik Chaudrahi Vijay R. Kumar 12 6 0 22 Sep 2020
CLOTH3D: Clothed 3D Humans Hugo Bertiche Argila Meysam Madadi Sergio Escalera 3DH 10 153 0 05 Dec 2019
Molecular Sets (MOSES): A Benchmarking Platform for Molecular Generation Models Daniil Polykovskiy Alexander Zhebrak Benjamín Sánchez-Lengeling Sergey Golovanov Oktai Tatanov ... Simon Johansson Hongming Chen Sergey I. Nikolenko Alán Aspuru-Guzik Alex Zhavoronkov ELM 169 628 0 29 Nov 2018
Learning to Anonymize Faces for Privacy Preserving Action Detection Zhongzheng Ren Yong Jae Lee Michael S. Ryoo CVBM PICV 78 203 0 30 Mar 2018
Junction Tree Variational Autoencoder for Molecular Graph Generation Wengong Jin Regina Barzilay Tommi Jaakkola 219 1,332 0 12 Feb 2018
Generating Multi-label Discrete Patient Records using Generative Adversarial Networks E. Choi Siddharth Biswal B. Malin J. Duke Walter F. Stewart Jimeng Sun SyDa GAN 145 568 0 19 Mar 2017
CAD2RL: Real Single-Image Flight without a Single Real Image Fereshteh Sadeghi Sergey Levine SSL 216 809 0 13 Nov 2016
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,319 0 05 Nov 2016
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 224 3,185 0 30 Oct 2016
Frankenstein: Learning Deep Face Representations using Small Data Guosheng Hu Xiaojiang Peng Yongxin Yang Timothy M. Hospedales Jakob Verbeek CVBM 66 121 0 21 Mar 2016