38 lines
1.9 KiB
Python
38 lines
1.9 KiB
Python
import os
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# 类别名称列表
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class_names = ['head', 'helmet', 'shoe'] # 替换为你的类别名称
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target_class = ['head', 'helmet', 'shoe'] # 目标类别
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target_class_id = {'head': 1, 'helmet':0, 'shoe':2} # 目标类别的新 ID
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def filter_and_rename_labels(label_directory, output_label_directory):
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if not os.path.exists(output_label_directory):
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os.makedirs(output_label_directory) # 创建输出标签目录
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# 遍历标签目录中的所有文件
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for label_file in os.listdir(label_directory):
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if label_file.endswith('.txt'): # 确保是标签文件
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with open(os.path.join(label_directory, label_file), 'r') as file:
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lines = file.readlines()
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# 过滤标签，只保留目标类别并修改类别 ID
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filtered_lines = []
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for line in lines:
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try:
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class_id, x_center, y_center, box_width, box_height = map(float, line.split())
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if class_names[int(class_id)] in target_class:
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# 修改类别 ID 为 0
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filtered_lines.append(f"{target_class_id[class_names[int(class_id)]]} {x_center} {y_center} {box_width} {box_height}\n")
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except:
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print("标签文件错误", label_file)
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# 将过滤后的标签写入新的文件
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with open(os.path.join(output_label_directory, label_file), 'w') as file:
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file.writelines(filtered_lines)
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# 示例用法
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label_directory = '/home/admin-root/haotian/python哈汽锻8安全帽识别/DatasetHelmetHeadShoe/labels_raw' # 替换为你的标签文件夹路径
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output_label_directory = '/home/admin-root/haotian/python哈汽锻8安全帽识别/DatasetHelmetHeadShoe/labels' # 替换为你希望保存过滤后标签的路径
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filter_and_rename_labels(label_directory, output_label_directory)
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