File size: 551 Bytes
17c19eb 05a179b 17c19eb 1d4cd9f 17c19eb 1d4cd9f 17c19eb |
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 |
import gradio as gr
from fastai.vision.all import *
learn = load_learner("resnet18.pkl")
categories = ("Healthy", "Peacock Spot")
def classify_health(input_img):
pred, idx, probs = learn.predict(input_img)
return dict(zip(categories, map(float, probs)))
labels = gr.Label()
examples = [
"examples/healthy.jpg",
"examples/healthy2.jpg",
"examples/peacock_spot.jpeg",
]
demo = gr.Interface(
classify_health,
inputs=gr.Image(height=224, width=224),
outputs=labels,
examples=examples,
)
demo.launch(inline=False)
|