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Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 501–550 of 822 papers

TitleStatusHype
A robust synthetic data generation framework for machine learning in High-Resolution Transmission Electron Microscopy (HRTEM)—0
LEyes: A Lightweight Framework for Deep Learning-Based Eye Tracking using Synthetic Eye ImagesCode1
A supervised generative optimization approach for tabular data—0
Distributional Data Augmentation Methods for Low Resource LanguageCode0
AnthroNet: Conditional Generation of Humans via AnthropometricsCode1
FinDiff: Diffusion Models for Financial Tabular Data GenerationCode1
SMOClust: Synthetic Minority Oversampling based on Stream Clustering for Evolving Data StreamsCode0
Generating tabular datasets under differential privacyCode1
Steering Language Generation: Harnessing Contrastive Expert Guidance and Negative Prompting for Coherent and Diverse Synthetic Data Generation—0
Method for Generating Synthetic Data Combining Chest Radiography Images with Tabular Clinical Information Using Dual Generative Models—0
The Devil in the Details: Simple and Effective Optical Flow Synthetic Data Generation—0
Balanced Face Dataset: Guiding StyleGAN to Generate Labeled Synthetic Face Image Dataset for Underrepresented GroupCode0
Improving Generalization of Synthetically Trained Sonar Image Descriptors for Underwater Place RecognitionCode0
Enhancing Object Detection in Ancient Documents with Synthetic Data Generation and Transformer-Based Models—0
Deep Generative Models, Synthetic Tabular Data, and Differential Privacy: An Overview and Synthesis—0
Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series ForecastingCode2
POV-Surgery: A Dataset for Egocentric Hand and Tool Pose Estimation During Surgical ActivitiesCode1
SynTable: A Synthetic Data Generation Pipeline for Unseen Object Amodal Instance Segmentation of Cluttered Tabletop ScenesCode1
Improving 2D Human Pose Estimation in Rare Camera Views with Synthetic DataCode2
Smart Infrastructure: A Research Junction—0
InPars Toolkit: A Unified and Reproducible Synthetic Data Generation Pipeline for Neural Information RetrievalCode2
CuTS: Customizable Tabular Synthetic Data GenerationCode0
Approximate, Adapt, Anonymize (3A): a Framework for Privacy Preserving Training Data Release for Machine Learning—0
FFPDG: Fast, Fair and Private Data Generation—0
SaGess: Sampling Graph Denoising Diffusion Model for Scalable Graph GenerationCode0
BEDLAM: A Synthetic Dataset of Bodies Exhibiting Detailed Lifelike Animated MotionCode2
Synthetic Demographic Data Generation for Card Fraud Detection Using GANsCode0
On the Usefulness of Synthetic Tabular Data Generation—0
Data-Driven Approach for Formality-Sensitive Machine Translation: Language-Specific Handling and Synthetic Data Generation—0
Exploring the Effectiveness of Dataset Synthesis: An application of Apple Detection in Orchards—0
Differentially Private Synthetic Data Using KD-Trees—0
The Big Data Myth: Using Diffusion Models for Dataset Generation to Train Deep Detection Models—0
UniPoll: A Unified Social Media Poll Generation Framework via Multi-Objective OptimizationCode0
PyTrial: Machine Learning Software and Benchmark for Clinical Trial ApplicationsCode1
Brain Tumor Recurrence vs. Radiation Necrosis Classification and Patient Survivability Prediction—0
GANs and alternative methods of synthetic noise generation for domain adaption of defect classification of Non-destructive ultrasonic testing—0
Perturbation-Assisted Sample Synthesis: A Novel Approach for Uncertainty QuantificationCode0
GenerateCT: Text-Conditional Generation of 3D Chest CT VolumesCode1
Post-processing Private Synthetic Data for Improving Utility on Selected Measures—0
Generating Faithful Synthetic Data with Large Language Models: A Case Study in Computational Social Science—0
One-Shot Federated Learning for LEO Constellations that Reduces Convergence Time from Days to 90 Minutes—0
Exploring the Viability of Synthetic Query Generation for Relevance Prediction—0
TSGM: A Flexible Framework for Generative Modeling of Synthetic Time SeriesCode2
BELLA: Black box model Explanations by Local Linear Approximations—0
TrueTeacher: Learning Factual Consistency Evaluation with Large Language ModelsCode4
Utility Theory of Synthetic Data Generation—0
An Optimal and Scalable Matrix Mechanism for Noisy Marginals under Convex Loss FunctionsCode0
Synthetic data generation for a longitudinal cohort study -- Evaluation, method extension and reproduction of published data analysis resultsCode0
Analyzing Bias in Diffusion-based Face Generation Models—0
Post-training Model Quantization Using GANs for Synthetic Data GenerationCode0
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All datasetsUCI Epileptic Seizure RecognitionUNSW-NB15

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1corGANAUROC0.92—Unverified
2GANAUROC0.87—Unverified
#ModelMetricClaimedVerifiedStatus
1kiNETGANEMD0.07—Unverified
2CTGANEMD0.07—Unverified