Table 2 DeepInsight-DeepMapper comparison. (*Note: DeepInsight uses 224*224 image resolution, but this resolution is only required if a pre-trained network is utilized).

From: Novel applications of Convolutional Neural Networks in the age of Transformers

 

DeepInsight

DeepMapper

Image conversion time

I min 34 s

334 ms

Image size

224 × 224*

139 × 139

Training time

23 min 37 s

8 min 56 s

Accuracy

Train: 1.00 Test: 0.976

Train: 1.00 Test: 0.975