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Table 2 Benchmarking methods

From: Spall: accurate and robust unveiling cellular landscapes from spatially resolved transcriptomics data using a decomposition network

Method

Characteristics

Refs

Cell2location

Bayesian model

[13]

RCTD

Maximum-likelihood estimation (MLE)

[2]

SpatialDecon

Log-normal regression

[21]

CARD

NMF

[11]

Tangram

Correlation

[22]

DestVI

Conditional deep generative model

[23]

NMFreg

NMF

[24]

SPOTLight

Seeded NMF regression & topic model

[10]

STRIDE

NNLS

[9]

GTAD

Graph Neural Network

[16]