SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 1091–1100 of 1237 papers

TitleStatusHype
A joint model of unpaired data from scRNA-seq and spatial transcriptomics for imputing missing gene expression measurementsCode0
Missing Data Imputation with Adversarially-trained Graph Convolutional NetworksCode0
3DFaceGAN: Adversarial Nets for 3D Face Representation, Generation, and Translation—0
Multi-resolution Networks For Flexible Irregular Time Series Modeling (Multi-FIT)—0
A convolution recurrent autoencoder for spatio-temporal missing data imputation—0
One-dimensional Deep Image Prior for Time Series Inverse Problems—0
Relational Reasoning Network (RRN) for Anatomical Landmarking—0
SSIM -A Deep Learning Approach for Recovering Missing Time Series Sensor DataCode0
UAFS: Uncertainty-Aware Feature Selection for Problems with Missing DataCode0
MedGCN: Medication recommendation and lab test imputation via graph convolutional networksCode0
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All datasetsHMNISTPhysioNet Challenge 2012Sprites

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.96—Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)MSE0—Unverified