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Build error
Create services/video_service.py
Browse files- services/video_service.py +52 -0
services/video_service.py
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import cv2
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from PIL import Image
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import numpy as np
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class VideoService:
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def load_video(self, video_path):
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"""Load video and return frames."""
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cap = cv2.VideoCapture(video_path)
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frames = []
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while cap.isOpened():
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ret, frame = cap.read()
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if not ret:
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break
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frames.append(frame)
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cap.release()
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return frames
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def frame_to_pil(self, frame):
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"""Convert OpenCV frame to PIL Image."""
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frame_rgb = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
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return Image.fromarray(frame_rgb)
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def draw_detections(self, frame, detections):
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"""Draw bounding boxes and labels on frame."""
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frame_copy = frame.copy()
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for detection in detections:
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score = detection["score"]
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label = detection["label"]
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box = detection["box"]
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x1, y1, x2, y2 = box["xmin"], box["ymin"], box["xmax"], box["ymax"]
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cv2.rectangle(frame_copy, (x1, y1), (x2, y2), (0, 255, 0), 2)
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cv2.putText(
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frame_copy,
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f"{label}: {score:.2f}",
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(x1, y1 - 10),
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cv2.FONT_HERSHEY_SIMPLEX,
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0.5,
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(0, 255, 0),
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2
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)
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return frame_copy
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def save_video(self, frames, output_path, fps=30):
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"""Save frames as a video."""
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if not frames:
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return
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height, width, _ = frames[0].shape
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fourcc = cv2.VideoWriter_fourcc(*"mp4v")
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out = cv2.VideoWriter(output_path, fourcc, fps, (width, height))
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for frame in frames:
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out.write(frame)
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out.release()
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