File size: 3,203 Bytes
f16e7e0 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 | 2026-03-31 23:02:54 | ERROR | evaluate | Model not found at ./saved_models\best_brain_tumor_model.h5. Run train.py first.
2026-03-31 23:05:49 | INFO | evaluate | Loading model from ./saved_models\ft_best.h5
2026-03-31 23:05:51 | INFO | evaluate | Evaluating best_model on test set ...
2026-03-31 23:06:06 | INFO | evaluate |
Classification Report — best_model:
precision recall f1-score support
glioma 0.2484 0.1900 0.2153 400
meningioma 0.2554 0.2375 0.2461 400
notumor 0.2568 0.2825 0.2690 400
pituitary 0.2759 0.3325 0.3016 400
accuracy 0.2606 1600
macro avg 0.2591 0.2606 0.2580 1600
weighted avg 0.2591 0.2606 0.2580 1600
2026-03-31 23:06:06 | INFO | evaluate | Report saved → ./logs\best_model_report.txt
2026-03-31 23:06:53 | INFO | evaluate | Confusion matrix saved → ./logs\best_model_confusion_matrix.png
2026-03-31 23:06:56 | INFO | evaluate | best_model — Test accuracy: 0.8731 | Test loss: 0.5124
2026-03-31 23:06:56 | INFO | evaluate | Evaluation complete.
2026-03-31 23:12:49 | INFO | evaluate | Loading model from ./saved_models\ft_best.h5
2026-03-31 23:12:51 | INFO | evaluate | Evaluating best_model on test set ...
2026-03-31 23:12:57 | INFO | evaluate |
Classification Report — best_model:
precision recall f1-score support
glioma 0.2320 0.1775 0.2011 400
meningioma 0.2500 0.2325 0.2409 400
notumor 0.2409 0.2650 0.2524 400
pituitary 0.2676 0.3225 0.2925 400
accuracy 0.2494 1600
macro avg 0.2476 0.2494 0.2467 1600
weighted avg 0.2476 0.2494 0.2467 1600
2026-03-31 23:12:57 | INFO | evaluate | Report saved → ./logs\best_model_report.txt
2026-03-31 23:13:00 | INFO | evaluate | Confusion matrix saved → ./logs\best_model_confusion_matrix.png
2026-03-31 23:13:03 | INFO | evaluate | best_model — Test accuracy: 0.8731 | Test loss: 0.5124
2026-03-31 23:13:03 | INFO | evaluate | Evaluation complete.
2026-03-31 23:13:36 | INFO | evaluate | Loading model from ./saved_models\ft_best.h5
2026-03-31 23:13:38 | INFO | evaluate | Evaluating best_model on test set ...
2026-03-31 23:13:44 | INFO | evaluate |
Classification Report — best_model:
precision recall f1-score support
glioma 0.9444 0.7225 0.8187 400
meningioma 0.8414 0.7825 0.8109 400
notumor 0.9045 0.9950 0.9476 400
pituitary 0.8237 0.9925 0.9002 400
accuracy 0.8731 1600
macro avg 0.8785 0.8731 0.8694 1600
weighted avg 0.8785 0.8731 0.8694 1600
2026-03-31 23:13:44 | INFO | evaluate | Report saved → ./logs\best_model_report.txt
2026-03-31 23:13:46 | INFO | evaluate | Confusion matrix saved → ./logs\best_model_confusion_matrix.png
2026-03-31 23:13:49 | INFO | evaluate | best_model — Test accuracy: 0.8731 | Test loss: 0.5124
2026-03-31 23:13:49 | INFO | evaluate | Evaluation complete.
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