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robmarkcole
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Parent(s):
e126a27
Upload 5 files
Browse files- app.py +28 -0
- best.pt +3 -0
- fire-basket.jpg +0 -0
- pan-fire.jpg +0 -0
- requirements.txt +20 -0
app.py
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"""
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Source: https://github.com/AK391/yolov5/blob/master/utils/gradio/demo.py
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"""
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import gradio as gr
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import torch
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from PIL import Image
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model = torch.hub.load('ultralytics/yolov5', 'custom', 'best.pt') # force_reload=True to update
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def yolo(im, size=640):
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g = (size / max(im.size)) # gain
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im = im.resize((int(x * g) for x in im.size), Image.ANTIALIAS) # resize
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results = model(im) # inference
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results.render() # updates results.ims with boxes and labels
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return Image.fromarray(results.ims[0])
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inputs = gr.inputs.Image(type='pil', label="Original Image")
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outputs = gr.outputs.Image(type="pil", label="Output Image")
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title = "YOLOv5"
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description = "YOLOv5 demo for fire detection. Upload an image or click an example image to use."
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article = "See https://github.com/robmarkcole/fire-detection-from-images"
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examples = [['pan-fire.jpg'], ['fire-basket.jpg']]
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gr.Interface(yolo, inputs, outputs, title=title, description=description, article=article, examples=examples).launch(
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debug=True)
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best.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:7abb1d7c7e8caece6282a8f0e3d5731fc21153e01e968f8a29f703c423f8d8fb
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size 14744462
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fire-basket.jpg
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pan-fire.jpg
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requirements.txt
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gradio
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pandas
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# YOLOv5 requirements
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matplotlib>=3.2.2
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numpy>=1.18.5
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opencv-python>=4.1.1
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Pillow>=7.1.2
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PyYAML>=5.3.1
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requests>=2.23.0
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scipy>=1.4.1
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torch>=1.7.0
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torchvision>=0.8.1
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tqdm>=4.64.0
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seaborn>=0.11.0
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# Extras --------------------------------------
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ipython # interactive notebook
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psutil # system utilization
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thop>=0.1.1 # FLOPs computation
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