(please add newer changelog messages to the top of this file)
(Note that you can always get the latest model at https://labs.deep-insights.ai/models/latest.pkl).
This is the final model for the paper.
- model is a resnet50, pixelsize 448x448
- model now achieves the following accuracy, sensitivity and specificity on the validation set:
| precision | recall | f1-score | |
|---|---|---|---|
| COVID | 0.96 | 0.92 | 0.94 |
| Non-COVID | 0.93 | 0.97 | 0.95 |
- and on the independent test set:
sensitivity: 84.44%
specificity: 93.33%
precision: 92.68%
negative predictive value: 85.71%
accuracy: 88.88%
In absolute numbers this results in:
true positive: 38, true negative: 42
false positive: 3, false negative: 7
The model can be downloaded at https://labs.deep-insights.ai/models/rn50-448px-v0.8-export.pkl.