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4efaadb
1 Parent(s): ba1af47

Create predict.py

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  1. predict.py +27 -0
predict.py ADDED
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+ import torch
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+ from ultralytics import YOLO
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+ import cv2
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+ import numpy as np
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+
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+ # Load the model
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+ model = YOLO("best.pt")
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+
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+ def predict(image_path):
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+ # Load image
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+ image = cv2.imread(image_path)
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+
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+ # Inference
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+ results = model(image)
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+
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+ # Parse results into CVAT format (adjust as needed)
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+ annotations = []
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+ for box in results[0].boxes.data:
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+ x1, y1, x2, y2, confidence, class_id = box[:6]
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+ annotations.append({
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+ "x1": int(x1), "y1": int(y1),
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+ "x2": int(x2), "y2": int(y2),
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+ "confidence": float(confidence),
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+ "class": int(class_id)
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+ })
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+
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+ return annotations