Table 3 Uncorrected data: Class specific AUROC + /− 1 SD by model.

From: System transferability of Raman-based oesophageal tissue classification using modern machine learning to support multi-centre clinical diagnostics

 

NSQ

IM

LGD

HGD

AC

PCA-LDA

0.99 + /− 0.01

0.78 + /− 0.08

0.69 + /− 0.11

0.51 + /− 0.10

0.74 + /− 0.08

SVM

0.99 + /− 0.01

0.87 + /− 0.09

0.89 + /− 0.08

0.89 + /− 0.08

0.97 + /− 0.02

CNN

0.99 + /− 0.00

0.90 + /− 0.06

0.92 + /− 0.08

0.92 + /− 0.04

0.91 + /− 0.08