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main.py
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54 lines (45 loc) · 1.99 KB
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import argparse
import cv2
from src.extract import get_landmarks
from src.visualize import draw_overlay_on_image, draw_normalized_pose_on_blank
from src.normalize import normalize_landmarks
from src.config import PATH_TO_ROOT
from src.utils import get_logger
logger = get_logger(__name__)
def main(args) -> None:
model_path = PATH_TO_ROOT / "models/pose_landmarker_full.task"
filename = args.image_path.split(".")[0]
if args.extract:
logger.info(f"Extracting landmarks from {args.image_path}")
image_path = PATH_TO_ROOT / args.image_path
output = get_landmarks(
image_path=image_path,
model_path=model_path,
)
logger.info(f"Extracted {len(output['landmarks'])} landmarks from {args.image_path}")
# Visualize pose on image
image_overlay = draw_overlay_on_image(
image_input=image_path,
landmarks=output["landmarks"],
segmentation_mask=output.get("segmentation_mask"),
show=True,
)
output_path = f"{PATH_TO_ROOT}/data/processed/{filename}_overlay.jpg"
cv2.imwrite(str(output_path), image_overlay)
logger.info(f"Saved image overlay to {output_path}")
# Normalize landmarks
logger.info(f"Normalizing landmarks for {args.image_path}")
normalized_landmarks = normalize_landmarks(output["landmarks"])
# Visualize normalized pose on blank canvas (for debugging)
norm_overlay = draw_normalized_pose_on_blank(
landmarks=normalized_landmarks,
show=True
)
output_path = f"{PATH_TO_ROOT}/data/processed/{filename}_norm.jpg"
cv2.imwrite(str(output_path), norm_overlay)
logger.info(f"Saved normalized image overlay to {output_path}")
if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument("--extract", action="store_true")
parser.add_argument("--image-path", type=str, default="data/raw/test_serve_receive.jpg")
main(parser.parse_args())