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Top 27 synthetic-data open source projects

Mimesis is a high-performance fake data generator for Python, which provides data for a variety of purposes in a variety of languages.

✭ 3,439

python shell json testing data generator schema mock fake faker fixtures datascience json-generator dummy api-mock synthetic-data mimesis

Machine Learning For Trading

Code for Machine Learning for Algorithmic Trading, 2nd edition.

✭ 4,979

Jupyter Notebook deep-learning machine-learning data-science artificial-intelligence trading finance trading-strategies investment synthetic-data investment-strategies ml4t-workflow trading-agent

recurrent-defocus-deblurring-synth-dual-pixel

Reference github repository for the paper "Learning to Reduce Defocus Blur by Realistically Modeling Dual-Pixel Data". We propose a procedure to generate realistic DP data synthetically. Our synthesis approach mimics the optical image formation found on DP sensors and can be applied to virtual scenes rendered with standard computer software. Lev…

✭ 30

python deep-neural-networks computer-vision deep-learning recurrent-neural-networks dataset deeplearning datasets computational-photography autofocus synthetic-data depth-of-field synthetic-dataset-generation defocus-blur defocus-deblurring dual-pixel

IR-GAN

Augmenting Room Impulse Response

✭ 21

matlab python Jupyter Notebook javascript c HTML automatic-speech-recognition augmentation room-impulse-response synthetic-data

obman render

[cvpr19] Code to generate images from the ObMan dataset, synthetic renderings of hands holding objects (or hands in isolation)

✭ 61

python shell rendering grasping graspit synthetic-data hands cvpr-2019 cvpr19

genstar

Generation of Synthetic Populations Library

✭ 17

java statistics bayesian-network datascience population algorithm-library multiagent bayesian-inference demographics synthetic-population-library statistics-library combinatorial-optimization microsimulation population-model synthetic-data statistics-toolbox

SDMetrics

Metrics to evaluate quality and efficacy of synthetic datasets.

✭ 67

python Makefile quality metrics synthetic-data

augraphy

Augmentation pipeline for rendering synthetic paper printing, faxing, scanning and copy machine processes

✭ 49

python machine-learning deep-neural-networks image-processing data-augmentation data-pipeline synthetic-data training-data synthetic-dataset-generation augmentation-pipeline crappification

uoais

Codes of paper "Unseen Object Amodal Instance Segmentation via Hierarchical Occlusion Modeling", ICRA 2022

✭ 77

python Cuda C++CMake deep-learning pytorch segmentation instance-segmentation synthetic-data robot-vision unseen-object

game-feature-learning

Code for paper "Cross-Domain Self-supervised Multi-task Feature Learning using Synthetic Imagery", Ren et al., CVPR'18

✭ 68

python matlab C++computer-vision deep-learning representation-learning domain-adaptation synthetic-data self-supervised

Three-Filters-to-Normal

Three-Filters-to-Normal: An Accurate and Ultrafast Surface Normal Estimator (RAL+ICRA'21)

✭ 41

C++Cuda CMake matlab depth datasets disparity-map synthetic-data surface-normals-estimation

Clustering-Datasets

This repository contains the collection of UCI (real-life) datasets and Synthetic (artificial) datasets (with cluster labels and MATLAB files) ready to use with clustering algorithms.

✭ 189

clustering cluster dataset uci datasets uci-machine-learning synthetic-data benchmark-datasets cluster-labels synthetic-datasets uci-dataset clustering-datasets real-world-datasets

Robotics-Object-Pose-Estimation

A complete end-to-end demonstration in which we collect training data in Unity and use that data to train a deep neural network to predict the pose of a cube. This model is then deployed in a simulated robotic pick-and-place task.

VisDA2020

VisDA2020: 4th Visual Domain Adaptation Challenge in ECCV'20

✭ 53

python domain-adaptation synthetic-data person-retrieval

table-evaluator

Evaluate real and synthetic datasets with each other

✭ 44

Jupyter Notebook python data evaluation generation synthetic data-evaluation synthetic-data table-evaluator

multi-task-defocus-deblurring-dual-pixel-nimat

Reference github repository for the paper "Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task Learning". We propose a single-image deblurring network that incorporates the two sub-aperture views into a multitask framework. Specifically, we show that jointly learning to predict the two DP views from a single …

✭ 29

python deep-neural-networks computer-vision deep-learning dataset deeplearning datasets computational-photography autofocus synthetic-data depth-of-field synthetic-dataset-generation defocus-blur defocus-deblurring dual-pixel image-motion nimat-effect

zpy

Synthetic data for computer vision. An open source toolkit using Blender and Python.

✭ 251

python shell data ai computer-vision deep-learning blender ml blender-addon synthetic synthetic-data

DeepEcho

Synthetic Data Generation for mixed-type, multivariate time series.

✭ 44

python Jupyter Notebook Makefile deep-learning time-series generative-adversarial-network data-generation synthetic-data sdv synthetic-data-generation

SDGym

Benchmarking synthetic data generation methods.

✭ 177

python C++Makefile shell Dockerfile benchmark tabular-data generative-adversarial-network synthetic-data synthetic-data-vault sdgym-synthesizers

gretel-python-client

The Gretel Python Client allows you to interact with the Gretel REST API.

✭ 28

python machine-learning privacy stream-processing datascience privacy-enhancing-technologies synthetic-data

synth

The Declarative Data Generator

✭ 958

rust typescript shell Nix postgres json data-generation hacktoberfest test-data-generator synthetic-data realistic-data

BadMedicine

Library and CLI for randomly generating medical data like you might get out of an Electronic Health Records (EHR) system

✭ 18

C#TSQL cli nuget patient tests dataset testing-tools ehr electronic-health-records synthetic-data hospital-admission

genalog

Genalog is an open source, cross-platform python package allowing generation of synthetic document images with custom degradations and text alignment capabilities.

✭ 234

Jupyter Notebook python data-science machine-learning synthetic-images data-generation ner ocr-recognition text-alignment synthetic-data synthetic-data-generation

FAST-RIR

This is the official implementation of our neural-network-based fast diffuse room impulse response generator (FAST-RIR) for generating room impulse responses (RIRs) for a given acoustic environment.

✭ 90

python shell deep-learning neural-network speech impulse-response generative-adversarial-network automatic-speech-recognition rir augmentation acoustics room-impulse-response synthetic-data conditional-generation diffuse-scattering implicit-neural-representation

mtss-gan

MTSS-GAN: Multivariate Time Series Simulation with Generative Adversarial Networks (by @firmai)

✭ 77

finance time-series simulation generative-adversarial-network stress-test similarity-measures multivariate-data model-validation synthetic-data multivariate-timeseries synthetic-dataset-generation adverserial

smogn

Synthetic Minority Over-Sampling Technique for Regression

✭ 238

python regression imbalanced-data smote synthetic-data over-sampling

SegSwap

(CVPRW 2022) Learning Co-segmentation by Segment Swapping for Retrieval and Discovery

✭ 46

python shell discovery transformer image-retrieval synthetic-data co-segmentation art-image

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