Table 4 Test results of computer vision models on 20 experimental diffractograms.

From: A new benchmark for machine learning applied to powder X-ray diffraction

Pretraining

Model

Year

Accuracy ↑ (%)

Top 5 Accuracy ↑ (%)

False

AlexNet32

2012

10

30

ResNet33

2016

10

30

DenseNet34

2017

10

30

Swin35

2021

10

35

Swin V236

2022

10

30

True

AlexNet32

2012

10

30

ResNet33

2016

10

30

DenseNet34

2017

10

30

Swin35

2021

10

35

Swin V236

2022

5

30