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@ -90,6 +90,46 @@ Object counting with [Ultralytics YOLOv8](https://github.com/ultralytics/ultraly |
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cv2.destroyAllWindows() |
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cv2.destroyAllWindows() |
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``` |
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``` |
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=== "OBB Object Counting" |
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```python |
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import cv2 |
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from ultralytics import YOLO, solutions |
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model = YOLO("yolov8n-obb.pt") |
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cap = cv2.VideoCapture("path/to/video/file.mp4") |
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assert cap.isOpened(), "Error reading video file" |
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w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS)) |
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# Define region points |
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region_points = [(20, 400), (1080, 404), (1080, 360), (20, 360)] |
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# Video writer |
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video_writer = cv2.VideoWriter("object_counting_output.avi", cv2.VideoWriter_fourcc(*"mp4v"), fps, (w, h)) |
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# Init Object Counter |
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counter = solutions.ObjectCounter( |
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view_img=True, |
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reg_pts=region_points, |
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names=model.names, |
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line_thickness=2, |
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) |
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while cap.isOpened(): |
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success, im0 = cap.read() |
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if not success: |
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print("Video frame is empty or video processing has been successfully completed.") |
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break |
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tracks = model.track(im0, persist=True, show=False) |
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im0 = counter.start_counting(im0, tracks) |
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video_writer.write(im0) |
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cap.release() |
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video_writer.release() |
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cv2.destroyAllWindows() |
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``` |
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=== "Count in Polygon" |
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=== "Count in Polygon" |
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```python |
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```python |
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@ -123,7 +163,6 @@ Object counting with [Ultralytics YOLOv8](https://github.com/ultralytics/ultraly |
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print("Video frame is empty or video processing has been successfully completed.") |
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print("Video frame is empty or video processing has been successfully completed.") |
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break |
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break |
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tracks = model.track(im0, persist=True, show=False) |
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tracks = model.track(im0, persist=True, show=False) |
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im0 = counter.start_counting(im0, tracks) |
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im0 = counter.start_counting(im0, tracks) |
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video_writer.write(im0) |
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video_writer.write(im0) |
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@ -165,7 +204,6 @@ Object counting with [Ultralytics YOLOv8](https://github.com/ultralytics/ultraly |
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print("Video frame is empty or video processing has been successfully completed.") |
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print("Video frame is empty or video processing has been successfully completed.") |
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break |
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break |
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tracks = model.track(im0, persist=True, show=False) |
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tracks = model.track(im0, persist=True, show=False) |
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im0 = counter.start_counting(im0, tracks) |
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im0 = counter.start_counting(im0, tracks) |
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video_writer.write(im0) |
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video_writer.write(im0) |
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@ -207,7 +245,6 @@ Object counting with [Ultralytics YOLOv8](https://github.com/ultralytics/ultraly |
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print("Video frame is empty or video processing has been successfully completed.") |
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print("Video frame is empty or video processing has been successfully completed.") |
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break |
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break |
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tracks = model.track(im0, persist=True, show=False, classes=classes_to_count) |
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tracks = model.track(im0, persist=True, show=False, classes=classes_to_count) |
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im0 = counter.start_counting(im0, tracks) |
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im0 = counter.start_counting(im0, tracks) |
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video_writer.write(im0) |
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video_writer.write(im0) |
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