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Synthetic Data Generation

21 papers with code · Medical

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Burst Denoising with Kernel Prediction Networks

CVPR 2018 google/burst-denoising

We present a technique for jointly denoising bursts of images taken from a handheld camera.

DENOISING SYNTHETIC DATA GENERATION

Synthetic QA Corpora Generation with Roundtrip Consistency

ACL 2019 patil-suraj/question_generation

We introduce a novel method of generating synthetic question answering corpora by combining models of question generation and answer extraction, and by filtering the results to ensure roundtrip consistency.

QUESTION ANSWERING QUESTION GENERATION SYNTHETIC DATA GENERATION

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

Using GANs for Sharing Networked Time Series Data: Challenges, Initial Promise, and Open Questions

30 Sep 2019fjxmlzn/DoppelGANger

By shedding light on the promise and challenges, we hope our work can rekindle the conversation on workflows for data sharing.

SYNTHETIC DATA GENERATION TIME SERIES

Scenic: A Language for Scenario Specification and Scene Generation

25 Sep 2018BerkeleyLearnVerify/Scenic

We propose a new probabilistic programming language for the design and analysis of perception systems, especially those based on machine learning.

PROBABILISTIC PROGRAMMING SCENE GENERATION 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 HUMAN MOTION PREDICTION MOTION ESTIMATION MOTION PREDICTION MOTION SYNTHESIS SYNTHETIC DATA GENERATION

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