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import gradio as gr
from core.predict import ImageClassifier
import os
from PIL import Image
cwd = os.getcwd()
model_path = os.path.join(cwd,'model','cnn-trained-model.pth')
class_name = {0 : 'Cat' ,1 : 'Dog' ,2 : 'person'}
classifier = ImageClassifier(model_path=model_path,class_name=None)
def classify_image(image):
image_path = 'uploaded_image.jpg'
image.save(image_path)
label,output_path = classifier.predict(image_path)
return label,Image.open(output_path)
demo = gr.Interface(
fn=classify_image,
inputs = gr.Image(type='pil'),
outputs=[gr.Textbox(label="Prediction"),gr.Image(label="Labeled Image")],
title="Image Classification Gradio app",
description="Upload an Image to classify it as Dog,Cat or Person"
)
if __name__ == '__main__':
demo.launch()