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Runtime error
Runtime error
dwkurnie
commited on
Commit
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9396a48
1
Parent(s):
e30a20d
Add application file
Browse files- app.py +39 -5
- templates/index.html +14 -0
- yolov5/weights/model5.pt +3 -0
app.py
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from flask import Flask, render_template, Response
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import cv2
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import torch
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import pathlib
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temp = pathlib.PosixPath
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pathlib.PosixPath = pathlib.WindowsPath
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app = Flask(__name__)
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# Load custom YOLOv5 model
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model = torch.hub.load('ultralytics/yolov5', 'custom', path='yolov5/weights/model5.pt')
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def gen_frames():
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cap = cv2.VideoCapture(0)
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while True:
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success, frame = cap.read()
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if not success:
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break
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else:
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# Perform object detection
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results = model(frame)
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frame = results.render()[0]
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# Encode frame as JPEG
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ret, buffer = cv2.imencode('.jpg', frame)
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frame = buffer.tobytes()
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yield (b'--frame\r\n'
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b'Content-Type: image/jpeg\r\n\r\n' + frame + b'\r\n')
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@app.route('/')
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def index():
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return render_template('index.html')
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@app.route('/video_feed')
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def video_feed():
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return Response(gen_frames(), mimetype='multipart/x-mixed-replace; boundary=frame')
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if __name__ == '__main__':
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app.run(debug=True)
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templates/index.html
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="UTF-8">
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<title>Webcam Object Detection</title>
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</head>
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<body>
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<h1>Webcam Object Detection using YOLOv5</h1>
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<div>
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<img id="video_feed" src="{{ url_for('video_feed') }}">
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</div>
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</body>
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</html>
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yolov5/weights/model5.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:fbaf9114cbf059a59817f69db3e0ba50202e0fa6b6b5caf8c94329df38d10698
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size 14471080
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