SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 121–130 of 822 papers

TitleStatusHype
SuperCaustics: Real-time, open-source simulation of transparent objects for deep learning applicationsCode1
Datasheets Aren't Enough: DataRubrics for Automated Quality Metrics and AccountabilityCode1
SynTable: A Synthetic Data Generation Pipeline for Unseen Object Amodal Instance Segmentation of Cluttered Tabletop ScenesCode1
Evaluating the Clinical Realism of Synthetic Chest X-Rays Generated Using Progressively Growing GANsCode1
Synthetic 3D Data Generation Pipeline for Geometric Deep Learning in ArchitectureCode1
Synthetic Data-based Detection of Zebras in Drone ImageryCode1
DeltaPy: A Framework for Tabular Data Augmentation in PythonCode1
D3A-TS: Denoising-Driven Data Augmentation in Time SeriesCode1
Characterization and Greedy Learning of Gaussian Structural Causal Models under Unknown InterventionsCode1
A Comprehensive Survey of Synthetic Tabular Data GenerationCode1
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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