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Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 76–100 of 822 papers

TitleStatusHype
RetailSynth: Synthetic Data Generation for Retail AI Systems EvaluationCode1
View-Dependent Octree-based Mesh Extraction in Unbounded Scenes for Procedural Synthetic DataCode1
D3A-TS: Denoising-Driven Data Augmentation in Time SeriesCode1
AutoDiff: combining Auto-encoder and Diffusion model for tabular data synthesizingCode1
GECTurk: Grammatical Error Correction and Detection Dataset for TurkishCode1
LEyes: A Lightweight Framework for Deep Learning-Based Eye Tracking using Synthetic Eye ImagesCode1
AnthroNet: Conditional Generation of Humans via AnthropometricsCode1
FinDiff: Diffusion Models for Financial Tabular Data GenerationCode1
Generating tabular datasets under differential privacyCode1
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
PyTrial: Machine Learning Software and Benchmark for Clinical Trial ApplicationsCode1
GenerateCT: Text-Conditional Generation of 3D Chest CT VolumesCode1
Leveraging Generative AI Models for Synthetic Data Generation in Healthcare: Balancing Research and PrivacyCode1
Learning from synthetic data generated with GRADECode1
Synthetic Data-based Detection of Zebras in Drone ImageryCode1
SocialDial: A Benchmark for Socially-Aware Dialogue SystemsCode1
Natural Language-Based Synthetic Data Generation for Cluster AnalysisCode1
Diffusion-HPC: Synthetic Data Generation for Human Mesh Recovery in Challenging DomainsCode1
Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information ExtractionCode1
EEG Synthetic Data Generation Using Probabilistic Diffusion ModelsCode1
Generating Multidimensional Clusters With Support LinesCode1
Diffusion-based Conditional ECG Generation with Structured State Space ModelsCode1
Boosting Synthetic Data Generation with Effective Nonlinear Causal DiscoveryCode1
Data-Free Knowledge Distillation via Feature Exchange and Activation Region ConstraintCode1
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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