File size: 634 Bytes
020fe74 6a5ede1 020fe74 6a5ede1 020fe74 6a5ede1 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 |
import gradio as gr
import joblib
import tensorflow as tf
#model = joblib.load('model.pkl')
model = tf.keras.models.load_model('best_model.h5')
categories = ["Normal", "Tubercolosis"] #"Pneumonia", "Covid-19"
def classify(img):
img = img.reshape((-1, 224, 224, 3))
pred = model.predict(img)[0]
return {categories[i]: float(pred[i]) for i in range(2)}
image = gr.inputs.Image(shape=(224, 224))
label = gr.outputs.Label(num_top_classes=2)
examples = ["Normal-2.png", "Tubercolosis-24.png"]
intf = gr.Interface(classify,inpuys=image, outputs=label, examples=examples, capture_session=True)
intf.launch(inline=False)
|