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250 search results found

Bodies At Rest ⭐ 43

Code + Data for CVPR 2020 oral paper "Bodies at Rest: 3D Human Pose and Shape Estimation from a Pressure Image using Synthetic Data."

Privatemultiplicativeweights.jl ⭐ 41

Differentially private synthetic data

Visda2020 ⭐ 41

VisDA2020: 4th Visual Domain Adaptation Challenge

Main folder. Material related to my books on synthetic data and generative AI. Also contains documents blending components from several folders, or covering topics spanning across multiple folders..

A repository to quickly generate synthetic data and associated trojaned deep learning models

Gretel Python Client ⭐ 40

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

Synthetic Data Gen ⭐ 39

Various methods for generating synthetic data for data science and ML

Carposedemo ⭐ 38

Real-time Mobile Car Pose Estimation with CoreML

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

Simulator for training and evaluation of Recommender Systems

Replicant ⭐ 36

replicAnt - generating annotated images of animals in complex environments with Unreal Engine

Supercaustics ⭐ 36

Real-time, open-source simulation of transparent objects for deep learning applications

Translating Synthetic RIRs to Real RIRs

Connecting_the_dots ⭐ 35

This repository contains the code for the paper "Connecting the Dots: Learning Representations for Active Monocular Depth Estimation" https://avg.is.tuebingen.mpg.de/publications/riegl

Blendersynth ⭐ 35

Synthetic Blender Dataset Production

Posecnn Pytorch ⭐ 35

PyTorch implementation of the PoseCNN framework

Three Filters To Normal ⭐ 34

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

On The Generation And Evaluation Of Synthetic Tabular Data Using Gans ⭐ 34

Repository for the results of my master thesis, about the generation and evaluation of synthetic data using GANs

Augmenting Room Impulse Response

Tofu is a Python tool for generating synthetic UK Biobank data.

[ICLR 2024] Generating DP Synthetic Data without Training

Recurrent Defocus Deblurring Synth Dual Pixel ⭐ 30

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. Leveraging these realistic synthetic DP images, we introduce a new recurrent convolutional network (RCN) architecture that can improve defocus deblurring re

Foggysynscapes ⭐ 30

Semantic Understanding of Foggy Scenes with Purely Synthetic Data

Gated2depth ⭐ 29

Awesome Synthetic Data ⭐ 28

📖 A curated list of resources dedicated to synthetic data

Metairnet ⭐ 28

Meta-Reinforced Synthetic Data for One-Shot Fine-Grained Visual Recognition (NeurIPS 2019)

Mtss Gan ⭐ 27

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

Simple interface to synthesize complex and highly dimensional datasets using Gretel APIs.

Nbsynthetic ⭐ 25

nbsynthetic is simple and robust tabular synthetic data generation library for small and medium size datasets

Pose_estimation ⭐ 25

Code for our work on pose-estimation using template 3D models.

SDNist: Benchmark data and evaluation tools for data synthesizers.

Robust PCA in Python

Dp_cgans ⭐ 24

A library to generate synthetic tabular or RDF data using Conditional Generative Adversary Networks (GANs) combined with Differential Privacy techniques.

Badmedicine ⭐ 23

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

Transparent generation of synthetic tabular data with privacy guarantees

Multiview 3D object detection on MultiviewC dataset through moft3d.

Indoor Pet Detection ⭐ 22

A demo project for indoor pet detection using Unity generated synthetic data.

Second Ros ⭐ 22

Training Deep Neural Networks with Synthetic Data using LGSVL Simulator

📈 🐍 Multidimensional synthetic data generation with Copula and fPCA models in Python

Aiplayground ⭐ 21

A virtual environment that allows changing isolated features in the image

Amira_blender_rendering ⭐ 21

Code base for physics-based photorealistic rendering within the scope of Bosch BCAI AMIRA probject

dpart: General, flexible, and scalable framework for differentially private synthetic data generation, developed by hazy.

🔓 COR-GAN: Correlation-Capturing Convolutional Neural Networks for Generating Synthetic Healthcare Records

Idiff Face ⭐ 20

Official repository of the paper: IDiff-Face: Synthetic-based Face Recognition through Fizzy Identity-conditioned Diffusion Models (ICCV 2023)

Multi Task Defocus Deblurring Dual Pixel Nimat ⭐ 20

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 blurry input image improves the network’s ability to learn to deblur the image. Our experiments show this multi-task strategy achieves +1dB PSNR improvem

Repository for the ECCV 2020 paper: "Low Light Video Enhancement using Synthetic Data Produced with an Intermediate Domain Mapping"

Quantum Machine Learning ⭐ 18

This is an exploration using synthetic data in CSV format to apply QML models for the sake of binary classification. You can find here three different approaches. Two with Qiskit (VQC and QK/SVC) and one with Pennylane (QVC).

Code and GMVD Dataset for "Bringing Generalization to Deep Multi-view Pedestrian Detection". Accepted at WACV 2023 Workshop (Real-World Surveillance: Applications and Challenges).

Synthetic Data Genomics ⭐ 17

Proof of concept code from Gretel.ai and Illumina using generative neural networks to create synthetic versions of mouse genotype and phenotype data.

Motif-Aware State Assignment in Noisy Time Series Data

Unsupervised Qa ⭐ 17

Template-Based Question Generation from Retrieved Sentences for Improved Unsupervised Question Answering

Pai Thin Client ⭐ 16

A python client used to interact with the Private AI's API

Tdk Demo ⭐ 16

This is a collection of TDK demo projects that use different databases and options

Ippg 3dcnn ⭐ 16

A package for generating synthetic clusters with control over "difficulty"

Implementation of the semi-supervised method for hand pose estimation introduced in our WACV 2019 paper "MURAUER: Mapping Unlabeled Real Data for Label AUstERity"

Nist Crc 2023 ⭐ 15

NIST Collaborative Research Cycle on Synthetic Data. Learn about Synthetic Data week by week!

Synthetic data generator for storage benchmarks

Rubric Sampling Public ⭐ 15

PyTorch implementation for "Zero Shot Learning for Code Education: Rubric Sampling with Deep Learning Inference" (https://arxiv.org/abs/1809.01357).

Open-source version of the TDspora synthetic data generation algorithm.

Generation of Synthetic Populations Library

Synthpop ⭐ 14

Python implementation of the R package synthpop.

Sface Privacy Friendly And Accurate Face Recognition Using Synthetic Data ⭐ 14

SFace: Privacy-friendly and Accurate Face Recognition using Synthetic Data

Deep Dmr ⭐ 13

Implementation of Deep Dirichlet Multinomial Regression in python + cython.

Casapose ⭐ 13

CASAPose: Class-Adaptive and Semantic-Aware Multi-Object Pose Estimation (BMVC 2022)

Privacy Engineering Tools ⭐ 13

Overview of tools to de-identify, synthesize and work safely with (sensitive) data

Sensoreffectaugmentation ⭐ 13

This repository contains the code used in the work Modeling Camera Effects to Improve Visual Learning from Synthetic Data (https://arxiv.org/abs/1803.07721)

Testandroll ⭐ 12

Replication Files for Feit and Berman (2019) Test & Roll: Profit-Maximizing A/B Tests, Marketing Science.

Korean_car_licence_plate_detection_and_recognition ⭐ 12

Korean cars licence plate detection and recognition using Keras. Complete Guide and Tutorials

[AAAI 2022] RareGAN: Generating Samples for Rare Classes

Synthetic_data_release ⭐ 12

Stochasticprecipitation ⭐ 12

R code for generating stochastic precipitation from daily observations using the modified Wilks approach of Mhanna and Bauwens (2012)

Traffic Sign Recognition Basd On Synthesised Training Data ⭐ 12

Using synthetic data in combination with Deep Learning, to determine if a system can be made that will be able to recognise and classify correctly real traffic signs.

Go_ehlers_indicators ⭐ 12

A collection of John Ehlers technical analysis indicators / Filters written in pure go, with links to original papers

Unlocking Information Creating Synthetic Data For Open Access ⭐ 12

Presentation material for my talk at Pycon DE 2023: Intro on synthetic tabular data including synthetic data generation, evaluation metrics and common problems of synthetic data generation projects.

Experiments ⭐ 12

Experiments in machine learning on graph databases

Rocog V2 ⭐ 11

RoCoG-v2 (Robot Control Gestures) is a dataset intended to support the study of synthetic-to-real and ground-to-air video domain adaptation.

Conflowgen ⭐ 11

A generator for synthetic container flows at maritime container terminals with a focus on yard operations

Smdd Synthetic Face Morphing Attack Detection Development Dataset ⭐ 11

Official repository of the paper Privacy-friendly Synthetic Data for the Development of Face Morphing Attack Detectors

Access Synthetic CDISC Data from Archive Packages

Leong, Z. X., & Zhu, T. (2021). Direct velocity inversion of ground penetrating radar data using gprnet. Journal of Geophysical Research: Solid Earth. https://doi.org/10.1029/2020JB021047

Milkstraw Python Client ⭐ 11

Generate artificial data with AI to augment your existing datasets and improve your AI performance.

AMBAL-based NILM Trace generator

Bayesian non-parametric algorithm for clustering data based on the Chinese Restaurant Process.

Synthesizer ⭐ 10

Synthesizer - a code for creating synthetic astrophysical spectra

Virtualdatalab ⭐ 10

Benchmarking synthetic data generators for sequential data in terms of accuracy and privacy.

Data Augmentation ⭐ 10

These functions will randomly distort image data to amplify total amount of images for use in machine learning algorithms.

Dcase2019_task4 ⭐ 10

Demonstrating unsupervised clustering using the K Means algorithm and synthetic color data.

DECAF: Generating Fair Synthetic Data Using Causally-Aware Generative Networks

Learning From Simulated And Unsupervised Images Through Adversarial Training Simgan Pytorch ⭐ 10

PyTorch implementation of 'Learning from Simulated and Unsupervised Images through Adversarial Training'

Catheter_detection ⭐ 9

Automatic catheter detection in pediatric X-ray images using a scale-recurrent network and synthetic data

Medkit Learn ⭐ 9

The Medkit-Learn(ing) Environment: Medical Decision Modelling through Simulation (NeurIPS 2021) by Alex J. Chan, Ioana Bica, Alihan Huyuk, Daniel Jarrett, and Mihaela van der Schaar.

Distilled Self Critique ⭐ 9

distilled Self-Critique refines the outputs of a LLM with only synthetic data

Bringing The Power Of Synthetic Data Generation To The Masses ⭐ 9

We aim to make it easier for biomedical researchers to access and customize synthetic sequence data for the purpose of sharing and testing analysis methods as well as training and collaboration

Datasynthesis ⭐ 9

DataSynthesis Platform - Synthetic data building, generating platform for multiple business types

Synthetic Health Data Hackathon 2020 ⭐ 9

Synthetic Health Data Hackathon 2020 Alzheimer's MRI Analysis solution.

A convenient TensorFlow package for the WaveNet architecture

Double Sparse Coding ⭐ 8

Matlab code for learning doubly sparse dictionary on synthetic data. Details can be found in the paper "A Provable Approach for Double-Sparse Coding".

Keras implementation of "SimGNN: A Neural Network Approach to Fast Graph Similarity Computation". Includes synthetic GED data.

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