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import gradio as gr | |
import torch | |
from PIL import Image | |
# Model | |
model = torch.hub.load('ultralytics/yolov5', 'custom', 'customModel/model.pt') | |
def yolo(im, size=640): | |
g = (size / max(im.size)) # gain | |
im = im.resize((int(x * g) for x in im.size), Image.ANTIALIAS) # resize | |
results = model(im) # inference | |
results.render() # updates results.imgs with boxes and labels | |
return Image.fromarray(results.ims[0]) | |
inputs = gr.inputs.Image(type='pil', label="Original Image") | |
outputs = gr.outputs.Image(type="pil", label="Output Image") | |
title = "Custom YOLOv5" | |
description = "Custom YOLOv5 Gradio demo for object detection. Upload an image or click an example image to use." | |
examples = [['c.jpg'], ['t.jpg']] | |
gr.Interface(yolo, inputs, outputs, title=title, description=description, examples=examples, theme="huggingface").launch( | |
debug=True) |