Spaces:
Sleeping
Sleeping
File size: 732 Bytes
e718867 |
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 28 29 30 |
from fastai.vision.all import *
import gradio as gr
# import pathlib
# temp = pathlib.PosixPath
# pathlib.PosixPath = pathlib.WindowsPath
# Provide the full path to the model file
model_path = 'models/vehicle-recognizer-v2.pkl'
model = load_learner(model_path)
cap_labels = model.dls.vocab
def recognize_image(image):
pred, idx, probs = model.predict(image)
return dict(zip(cap_labels, map(float, probs)))
image_input = gr.Image()
label_output = gr.Label()
examples = [
'test_images/bus.jpg',
'test_images/car.jpg',
'test_images/helicopter.jpg',
'test_images/plane.jpg'
]
iface = gr.Interface(fn=recognize_image, inputs=image_input, outputs=label_output, examples=examples)
iface.launch(inline=False)
|