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Carote_ML: Prediction of symptomatic, asymptomatic ICA stenosis

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Predict the probability of symptomatic and asymptomatic carotid artery stenosis with CTA. Crop the internal carotid artery plaque according to the template before uploading the image.

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Deployment Date: 2025-08-21 08:23:57
References:
Performance and Training Settings:
Test Accuracy: 0.6857142448425293
Test Loss: 0.5896198749542236
Precision: 0.6833333333333333
Recall: 0.680921052631579
F1 Score: 0.6815550041356493
AUC: 0.7335526315789475
Per Class Precision: 0.6666666666666666,0.7
Per Class Recall: 0.625,0.7368421052631579
Per Class F1 Score: 0.6451612903225806,0.717948717948718
Per Class AUC: 0.7335526315789475,0.7335526315789475
Validation Accuracy: 0.7428570985794067
Validation Loss: 0.6364669799804688
Training Accuracy: 0.75789475440979
Training Loss: 0.5125178098678589
Class Counts (n): 160, 195
Outcome: symptomatic, asymptomatic
Number of Epochs: 25
Initial Learning Rate: 0.001
Batch Size: 16
Image Augmentation: Flip Horizontal

Confusion Matrix:

Confusion Matrix

Training and Validation Logs:

Training and Validation Logs


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