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28 changes: 18 additions & 10 deletions scripts/custom/run-romp.py
Original file line number Diff line number Diff line change
Expand Up @@ -3,46 +3,54 @@
import cv2
import numpy as np
import romp

import os

if __name__ == "__main__":
import argparse
parser = argparse.ArgumentParser()
parser.add_argument("--data_dir", type=str, required=True)
args = parser.parse_args()

settings = romp.main.default_settings
romp_model = romp.ROMP(settings)

results = []
for p in tqdm(sorted(glob.glob(f"{args.data_dir}/images/*"))):

# Use a list of common image extensions
image_extensions = ['.jpg', '.jpeg', '.png', '.bmp', '.tiff']

# Modify the glob pattern to use os.path.join and check file extensions
image_files = [
p for p in sorted(glob.glob(os.path.join(args.data_dir, "images", "*")))
if os.path.splitext(p)[1].lower() in image_extensions
]

for p in tqdm(image_files):
print(p)
img = cv2.imread(p)
result = romp_model(img)
if result["body_pose"].shape[0] > 1:
result = {k: v[0:1] for k, v in result.items()}
results.append(result)

results = {
k: np.concatenate([r[k] for r in results], axis=0) for k in result
}

np.savez(f"{args.data_dir}/poses.npz", **{
np.savez(os.path.join(args.data_dir, "poses.npz"), **{
"betas": results["smpl_betas"].mean(axis=0),
"global_orient": results["smpl_thetas"][:, :3],
"body_pose": results["smpl_thetas"][:, 3:],
"transl": results["cam_trans"],
})

# ROMP assumes FOV=60
fov = 60
f = max(img.shape[:2]) / 2 * 1 / np.tan(np.radians(fov/2))
K = np.eye(3)
K[0, 0] = K[1, 1] = f
K[0, 2] = img.shape[1] / 2
K[1, 2] = img.shape[0] / 2
np.savez(f"{args.data_dir}/cameras.npz", **{
np.savez(os.path.join(args.data_dir, "cameras.npz"), **{
"intrinsic": K,
"extrinsic": np.eye(4),
"height": img.shape[0],
"width": img.shape[1],
})
})