R360-UAVmodelTool/split_dataset.py

import os
import re
import random
import shutil
from collections import defaultdict

# 配置路径
SRC_DIR = os.path.join(os.path.dirname(__file__), 'UAV')
TEST_DIR = os.path.join(os.path.dirname(__file__), 'TEST')

# 创建目标目录
os.makedirs(TEST_DIR, exist_ok=True)

def split_dataset():
    # 1. 扫描源目录
    if not os.path.exists(SRC_DIR):
        print(f"源目录不存在: {SRC_DIR}")
        return
    
    all_files = [f for f in os.listdir(SRC_DIR) if f.lower().endswith('.jpg')]
    if not all_files:
        print("未找到JPG文件")
        return

    # 2. 按前缀分组
    pattern = re.compile(r'(\d{2}_\d{2})')
    groups = defaultdict(list)
    
    for filename in all_files:
        match = pattern.match(filename)
        if match:
            group_key = match.group(1)
            groups[group_key].append(filename)

    # 3. 统计并复制文件
    total_copied = 0
    for group_key, files in groups.items():
        group_size = len(files)
        test_count = min(round(group_size * 0.1), 10)
        test_count = max(1, test_count)
        
        # 随机抽样
        selected = random.sample(files, test_count)
        
        # 直接使用TEST目录
        for f in selected:
            src = os.path.join(SRC_DIR, f)
            dst = os.path.join(TEST_DIR, f)
            
            if not os.path.exists(dst):
                shutil.copy(src, dst)
                total_copied += 1

    # 输出统计信息
    print(f"处理完成:\n"
          f"- 共发现 {len(groups)} 个分组\n"
          f"- 总计复制 {total_copied} 张测试图片\n"
          f"- 输出目录: {TEST_DIR}")

if __name__ == '__main__':
    split_dataset()