Datasets:
Add V1/source_scripts/extract_radar.py
Browse files
V1/source_scripts/extract_radar.py
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import rospy
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import numpy as np
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from sensor_msgs.msg import PointCloud
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import os
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import rosbag
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from tqdm import tqdm
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def extract_radar_pointcloud_from_rosbag(bag_file, output_dir, radar_topic='/radar_enhanced_pcl', time_threshold=180.0):
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rospy.init_node('extract_radar_pointcloud_from_rosbag', anonymous=True)
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if not os.path.exists(output_dir):
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os.makedirs(output_dir)
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bag = rosbag.Bag(bag_file, 'r')
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for topic, msg, t in tqdm(bag.read_messages(topics=[radar_topic]), desc='Extracting Radar Point Cloud'):
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timestamp = msg.header.stamp.to_sec()
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pointcloud_data = np.array([[-point.y, -point.z, point.x] for point in msg.points])
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npy_filename = f"{timestamp:.6f}.npy"
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npy_filepath = os.path.join(output_dir, npy_filename)
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np.save(npy_filepath, pointcloud_data)
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bag.close()
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bag_list = os.listdir('bag/')
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for name in bag_list:
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bag_file_path = 'bag/'+name
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save_dir = 'radar_enhance_pcl/'+name[:-4]
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if not os.path.exists(save_dir):
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os.makedirs(save_dir)
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extract_radar_pointcloud_from_rosbag(bag_file_path, save_dir)
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