SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 451–475 of 822 papers

TitleStatusHype
A Comprehensive End-to-End Computer Vision Framework for Restoration and Recognition of Low-Quality Engineering DrawingsCode0
Align Your Gaussians: Text-to-4D with Dynamic 3D Gaussians and Composed Diffusion Models—0
RetailSynth: Synthetic Data Generation for Retail AI Systems EvaluationCode1
View-Dependent Octree-based Mesh Extraction in Unbounded Scenes for Procedural Synthetic DataCode1
Combining propensity score methods with variational autoencoders for generating synthetic data in presence of latent sub-groupsCode0
TabMT: Generating tabular data with masked transformers—0
D3A-TS: Denoising-Driven Data Augmentation in Time SeriesCode1
I Can't Believe It's Not Better: In-air Movement For Alzheimer Handwriting Synthetic Generation—0
GenQ: Quantization in Low Data Regimes with Generative Synthetic DataCode0
Balanced Marginal and Joint Distributional Learning via Mixture Cramer-Wold Distance—0
Synthetic Data Generation Techniques for Developing AI-based Speech Assessments for Parkinson's Disease (A Comparative Study)—0
Enhancing Algorithm Performance Understanding through tsMorph: Generating Semi-Synthetic Time Series for Robust Forecasting EvaluationCode0
Unlocking Spatial Comprehension in Text-to-Image Diffusion Models—0
Privacy-Preserving Data Sharing in Agriculture: Enforcing Policy Rules for Secure and Confidential Data SynthesisCode0
SafeSea: Synthetic Data Generation for Adverse & Low Probability Maritime ConditionsCode0
Synthetic Data Generation for Bridging Sim2Real Gap in a Production Environment—0
SurvTimeSurvival: Survival Analysis On The Patient With Multiple Visits/RecordsCode0
GEC-DePenD: Non-Autoregressive Grammatical Error Correction with Decoupled Permutation and DecodingCode0
Relation Extraction in underexplored biomedical domains: A diversity-optimised sampling and synthetic data generation approachCode0
3-Dimensional residual neural architecture search for ultrasonic defect detection—0
Learning Defect Prediction from Unrealistic Data—0
Decentralised, Scalable and Privacy-Preserving Synthetic Data Generation—0
Assessment of Differentially Private Synthetic Data for Utility and Fairness in End-to-End Machine Learning Pipelines for Tabular Data—0
MMM and MMMSynth: Clustering of heterogeneous tabular data, and synthetic data generationCode0
Boosting Data Analytics With Synthetic Volume ExpansionCode0
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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