Subido modelo corregido
Browse files- .gitattributes +1 -0
- app.py +35 -0
- model.keras +3 -0
.gitattributes
CHANGED
|
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 36 |
+
model.keras filter=lfs diff=lfs merge=lfs -text
|
app.py
ADDED
|
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
import tensorflow as tf
|
| 3 |
+
from PIL import Image
|
| 4 |
+
import numpy as np
|
| 5 |
+
|
| 6 |
+
# Cargamos el modelo guardado
|
| 7 |
+
model = tf.keras.models.load_model("model.keras")
|
| 8 |
+
|
| 9 |
+
# Tus clases
|
| 10 |
+
labels = ['pituitary', 'meningioma', 'notumor', 'glioma']
|
| 11 |
+
|
| 12 |
+
# Preprocesamiento (ajustado al modelo Deit-Tiny 224x224)
|
| 13 |
+
IMG_SIZE = (224, 224)
|
| 14 |
+
|
| 15 |
+
def predict(image):
|
| 16 |
+
# Convertimos a array
|
| 17 |
+
img = image.resize(IMG_SIZE)
|
| 18 |
+
img = np.array(img) / 255.0
|
| 19 |
+
img = np.expand_dims(img, axis=0)
|
| 20 |
+
|
| 21 |
+
# Predicci贸n
|
| 22 |
+
preds = model.predict(img)[0]
|
| 23 |
+
probs = {labels[i]: float(preds[i]) for i in range(len(labels))}
|
| 24 |
+
|
| 25 |
+
return probs
|
| 26 |
+
|
| 27 |
+
interface = gr.Interface(
|
| 28 |
+
fn=predict,
|
| 29 |
+
inputs=gr.Image(type="pil", label="Sube una imagen"),
|
| 30 |
+
outputs=gr.Label(num_top_classes=4, label="Predicci贸n"),
|
| 31 |
+
title="Clasificador de Tumores Cerebrales",
|
| 32 |
+
description="Clasificador entrenado en 4 categor铆as: pituitary, meningioma, notumor, glioma"
|
| 33 |
+
)
|
| 34 |
+
|
| 35 |
+
interface.launch()
|
model.keras
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:194e1eed276e0316e6351b8e7bcee2ae66670a4fc7b795093b4f911fe6113a61
|
| 3 |
+
size 4926205
|