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supakornn/
Brain-Tumor-Classification

Name: Brain-Tumor-Classification
Availability: InStock

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Brain Tumor Classification

CNN-based classification of brain tumor types from MRI scans.

Source: Brain Tumor MRI Dataset (Kaggle)

4 classes: glioma, meningioma, notumor, pituitary — each split into Training/ and Testing/.

SimpleCNN with 10.7M parameters:

Configuration	Accuracy	Loss	Change
Baseline	42.39%	3.2599	-
Fine-tuned	46.70%	2.8472	+4.31%

Fine-tuned hyperparameters: LR=0.0005, Batch=16, Epochs=40

Class	Precision	Recall	F1-Score
Glioma	1.00	0.14	0.24
Meningioma	1.00	0.21	0.35
No Tumor	0.37	0.92	0.53
Pituitary	0.54	0.66	0.59

python

from tensorflow import keras

model = keras.models.load_model("model/SimpleCNN_best.h5")

MIT License — Educational and research purposes.