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Synthetic Data Generation

9 papers with code · Medical

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A Generic Deep Architecture for Single Image Reflection Removal and Image Smoothing

ICCV 2017 fqnchina/CEILNet

This paper proposes a deep neural network structure that exploits edge information in addressing representative low-level vision tasks such as layer separation and image filtering.

SYNTHETIC DATA GENERATION

HP-GAN: Probabilistic 3D human motion prediction via GAN

27 Nov 2017ebarsoum/hpgan

Our model, which we call HP-GAN, learns a probability density function of future human poses conditioned on previous poses.

AUTONOMOUS VEHICLES MOTION ESTIMATION MOTION PREDICTION MOTION SYNTHESIS SYNTHETIC DATA GENERATION

Generating High-fidelity, Synthetic Time Series Datasets with DoppelGANger

30 Sep 2019fjxmlzn/DoppelGANger

DoppelGANger is designed to work on time series datasets with both continuous features (e. g. traffic measurements) and discrete ones (e. g., protocol name).

SYNTHETIC DATA GENERATION TIME SERIES

Supervised Symbolic Music Style Translation Using Synthetic Data

4 Jul 2019cifkao/ismir2019-music-style-translation

Research on style transfer and domain translation has clearly demonstrated the ability of deep learning-based algorithms to manipulate images in terms of artistic style.

MUSIC GENRE TRANSFER SYNTHETIC DATA GENERATION

CorGAN: Correlation-Capturing Convolutional Generative Adversarial Networks for Generating Synthetic Healthcare Records

25 Jan 2020astorfi/cor-gan

To demonstrate the model fidelity, we show that CorGAN generates synthetic data with performance similar to that of real data in various Machine Learning settings such as classification and prediction.

DISEASE PREDICTION IMAGE CLASSIFICATION SYNTHETIC DATA GENERATION

Differentially Private Mixed-Type Data Generation For Unsupervised Learning

ICLR 2020 DPautoGAN/DPautoGAN

In this work we introduce the DP-auto-GAN framework for synthetic data generation, which combines the low dimensional representation of autoencoders with the flexibility of Generative Adversarial Networks (GANs).

SYNTHETIC DATA GENERATION

Synthetically Trained Icon Proposals for Parsing and Summarizing Infographics

27 Jul 2018cvzoya/visuallydata

While automatic text extraction works well on infographics, computer vision approaches trained on natural images fail to identify the stand-alone visual elements in infographics, or `icons'.

SYNTHETIC DATA GENERATION

Animal Detection in Man-made Environments

24 Oct 2019abhineet123/animal_detection

Automatic detection of animals that have strayed into human inhabited areas has important security and road safety applications.

EDGE DETECTION OBJECT DETECTION SYNTHETIC DATA GENERATION TRANSFER LEARNING