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index f883458c0eae70d12f553754d840f79362f5f3e1..3acfa7651c198e017e55a5d3e52c88b740db1671 100644
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diff --git a/Data/combine_organ_pengwin.py b/Data/combine_organ_pengwin.py
new file mode 100644
index 0000000000000000000000000000000000000000..0e58aeab9f582305b93fa070cbe9bf23b62afa86
--- /dev/null
+++ b/Data/combine_organ_pengwin.py
@@ -0,0 +1,266 @@
+import os
+import numpy as np
+import nibabel as nib
+import SimpleITK as sitk
+from pathlib import Path
+
+# ==================== 参数设置 ====================
+PATH_A = "/research/phd_y3/pelvic_project/Data/segmentation_all"  # nii.gz文件所在的父目录
+PATH_B = "/research/phd_y3/pelvic_project/Data/3_part_labels"  # mha文件所在目录
+PATH_C = "/research/phd_y3/pelvic_project/Data/organ+3_part_label"  # 输出目录
+# ==================================================
+
+def read_nii_file(nii_path):
+    """读取nii.gz文件并返回数据数组"""
+    try:
+        nii_img = nib.load(nii_path)
+        data = nii_img.get_fdata().astype(np.int32)
+        return data, nii_img
+    except Exception as e:
+        print(f"Error reading {nii_path}: {e}")
+        return None, None
+
+def read_mha_file(mha_path):
+    """读取mha文件并返回数据数组和ITK图像对象"""
+    try:
+        itk_img = sitk.ReadImage(str(mha_path))
+        data = sitk.GetArrayFromImage(itk_img).astype(np.int32)
+        return data, itk_img
+    except Exception as e:
+        print(f"Error reading {mha_path}: {e}")
+        return None, None
+
+def save_mha_file(data, reference_itk_img, output_path):
+    """保存数据为mha格式，使用参考图像的空间信息"""
+    try:
+        # 创建新的ITK图像
+        output_img = sitk.GetImageFromArray(data.astype(np.int32))
+        
+        # 复制参考图像的空间信息
+        output_img.SetOrigin(reference_itk_img.GetOrigin())
+        output_img.SetSpacing(reference_itk_img.GetSpacing())
+        output_img.SetDirection(reference_itk_img.GetDirection())
+        
+        # 保存文件
+        sitk.WriteImage(output_img, str(output_path))
+        return True
+    except Exception as e:
+        print(f"Error saving {output_path}: {e}")
+        return False
+
+def align_data_shapes(nii_data, mha_data):
+    """
+    对齐NII和MHA数据的形状
+    NII通常是 (X, Y, Z)
+    MHA通常是 (Z, Y, X)
+    """
+    print(f"Original NII shape: {nii_data.shape}")
+    print(f"Original MHA shape: {mha_data.shape}")
+    
+    # 尝试不同的转置方式来匹配形状
+    possible_transposes = [
+        (0, 1, 2),  # 不变
+        (2, 1, 0),  # Z, Y, X -> X, Y, Z
+        (1, 0, 2),  # Y, X, Z
+        (2, 0, 1),  # Z, X, Y
+        (0, 2, 1),  # X, Z, Y
+        (1, 2, 0),  # Y, Z, X
+    ]
+    
+    for transpose_order in possible_transposes:
+        mha_transposed = np.transpose(mha_data, transpose_order)
+        if mha_transposed.shape == nii_data.shape:
+            print(f"Found matching transpose: {transpose_order}")
+            print(f"Aligned MHA shape: {mha_transposed.shape}")
+            return nii_data, mha_transposed
+    
+    # 如果没有找到完全匹配的，尝试最常见的情况 (Z,Y,X) -> (X,Y,Z)
+    if len(nii_data.shape) == 3 and len(mha_data.shape) == 3:
+        mha_transposed = np.transpose(mha_data, (2, 1, 0))
+        print(f"Using default transpose (2,1,0): {mha_transposed.shape}")
+        
+        # 如果形状仍然不匹配，尝试调整大小
+        if mha_transposed.shape != nii_data.shape:
+            print(f"Shapes still don't match after transpose. Attempting resize...")
+            return resize_to_match(nii_data, mha_transposed)
+        
+        return nii_data, mha_transposed
+    
+    return None, None
+
+def resize_to_match(nii_data, mha_data):
+    """如果转置后形状仍不匹配，尝试resize"""
+    from scipy import ndimage
+    
+    print(f"Attempting to resize MHA from {mha_data.shape} to {nii_data.shape}")
+    
+    # 计算缩放因子
+    scale_factors = [n/m for n, m in zip(nii_data.shape, mha_data.shape)]
+    print(f"Scale factors: {scale_factors}")
+    
+    # 使用最近邻插值来保持标签的整数性质
+    mha_resized = ndimage.zoom(mha_data, scale_factors, order=0, mode='nearest')
+    
+    # 确保精确匹配形状（由于浮点运算可能有微小差异）
+    if mha_resized.shape != nii_data.shape:
+        # 手动调整到精确形状
+        mha_final = np.zeros(nii_data.shape, dtype=mha_data.dtype)
+        
+        # 计算复制的范围
+        min_shape = [min(a, b) for a, b in zip(nii_data.shape, mha_resized.shape)]
+        slices = tuple(slice(0, s) for s in min_shape)
+        
+        mha_final[slices] = mha_resized[slices]
+        mha_resized = mha_final
+    
+    print(f"Final MHA shape after resize: {mha_resized.shape}")
+    return nii_data, mha_resized
+
+def merge_labels(nii_data, mha_data):
+    """
+    合并标签：
+    - nii_data: 0-7的标签
+    - mha_data: 0-3的标签，其中1,2,3转换为11,12,13
+    """
+    # 创建输出数组，初始化为nii_data
+    merged_data = nii_data.copy()
+    
+    # 将mha文件中的1,2,3标签转换为11,12,13
+    mha_modified = mha_data.copy()
+    mha_modified[mha_data == 1] = 11
+    mha_modified[mha_data == 2] = 12
+    mha_modified[mha_data == 3] = 13
+    
+    # 合并标签（mha的非零标签覆盖nii的标签）
+    mask = mha_modified > 0
+    merged_data[mask] = mha_modified[mask]
+    
+    return merged_data
+
+def find_nii_file(folder_path):
+    """在文件夹中找到nii.gz文件"""
+    folder = Path(folder_path)
+    nii_files = list(folder.glob("*.nii.gz"))
+    if len(nii_files) == 1:
+        return nii_files[0]
+    elif len(nii_files) == 0:
+        print(f"Warning: No .nii.gz file found in {folder_path}")
+        return None
+    else:
+        print(f"Warning: Multiple .nii.gz files found in {folder_path}, using the first one: {nii_files[0]}")
+        return nii_files[0]
+
+def process_labels(path_a, path_b, path_c):
+    """
+    主处理函数
+    path_a: nii.gz文件所在的父目录（包含001, 002等子文件夹）
+    path_b: mha文件所在目录
+    path_c: 输出目录
+    """
+    
+    path_a = Path(path_a)
+    path_b = Path(path_b)
+    path_c = Path(path_c)
+    
+    # 创建输出目录
+    path_c.mkdir(parents=True, exist_ok=True)
+    
+    # 获取路径A下的所有子文件夹
+    subfolders = [f for f in path_a.iterdir() if f.is_dir()]
+    subfolders.sort()  # 按名称排序
+    
+    processed_count = 0
+    error_count = 0
+    
+    print(f"Found {len(subfolders)} subfolders in {path_a}")
+    
+    for subfolder in subfolders:
+        folder_name = subfolder.name
+        print(f"\nProcessing folder: {folder_name}")
+        
+        # 找到对应的nii.gz文件
+        nii_file = find_nii_file(subfolder)
+        if nii_file is None:
+            error_count += 1
+            continue
+        
+        # 找到对应的mha文件
+        mha_file = path_b / f"{folder_name}.mha"
+        if not mha_file.exists():
+            print(f"Error: MHA file not found: {mha_file}")
+            error_count += 1
+            continue
+        
+        # 读取文件
+        print(f"Reading NII: {nii_file}")
+        nii_data, nii_img = read_nii_file(nii_file)
+        if nii_data is None:
+            error_count += 1
+            continue
+        
+        print(f"Reading MHA: {mha_file}")
+        mha_data, mha_img = read_mha_file(mha_file)
+        if mha_data is None:
+            error_count += 1
+            continue
+        
+        # 对齐数据形状
+        print("Aligning data shapes...")
+        aligned_nii, aligned_mha = align_data_shapes(nii_data, mha_data)
+        if aligned_nii is None or aligned_mha is None:
+            print(f"Error: Could not align data shapes for {folder_name}")
+            error_count += 1
+            continue
+        
+        # 合并标签
+        print("Merging labels...")
+        merged_data = merge_labels(aligned_nii, aligned_mha)
+        
+        # 需要将合并后的数据转换回MHA的原始维度顺序来保存
+        # 如果我们做了转置，需要反向转置
+        merged_for_save = np.transpose(merged_data, (2, 1, 0))  # X,Y,Z -> Z,Y,X
+        
+        # 保存结果
+        output_file = path_c / f"{folder_name}_merged.mha"
+        print(f"Saving to: {output_file}")
+        
+        if save_mha_file(merged_for_save, mha_img, output_file):
+            processed_count += 1
+            print(f"Successfully processed {folder_name}")
+            
+            # 打印标签统计
+            unique_labels = np.unique(merged_data)
+            print(f"Unique labels in merged data: {unique_labels}")
+        else:
+            error_count += 1
+    
+    print(f"\n=== Processing Summary ===")
+    print(f"Successfully processed: {processed_count}")
+    print(f"Errors encountered: {error_count}")
+    print(f"Total folders: {len(subfolders)}")
+
+def main():
+    # 检查输入路径是否存在
+    if not Path(PATH_A).exists():
+        print(f"Error: Path A does not exist: {PATH_A}")
+        return
+    
+    if not Path(PATH_B).exists():
+        print(f"Error: Path B does not exist: {PATH_B}")
+        return
+    
+    print(f"Input path A (NII): {PATH_A}")
+    print(f"Input path B (MHA): {PATH_B}")
+    print(f"Output path C: {PATH_C}")
+    
+    # 安装scipy如果需要resize功能
+    try:
+        import scipy
+    except ImportError:
+        print("Warning: scipy not installed. Resizing functionality will not be available.")
+        print("Install with: pip install scipy")
+    
+    process_labels(PATH_A, PATH_B, PATH_C)
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/Data/extract_left_hip.py b/Data/extract_left_hip.py
new file mode 100644
index 0000000000000000000000000000000000000000..40cd6238a6176fc260891cca0cbc0b6033f85e80
--- /dev/null
+++ b/Data/extract_left_hip.py
@@ -0,0 +1,271 @@
+import SimpleITK as sitk
+import numpy as np
+from pathlib import Path
+from tqdm import tqdm
+
+def get_bounding_box_3d(label_array, foreground_values=None):
+    """
+    计算3D标签数组中前景区域的bounding box
+    
+    Parameters:
+    - label_array: 3D numpy数组
+    - foreground_values: 前景值列表，默认为[1,2,3,4,5,6,7,8,9]
+    
+    Returns:
+    - (z_min, z_max, y_min, y_max, x_min, x_max): bounding box坐标
+    """
+    if foreground_values is None:
+        foreground_values = list(range(21, 30))  # 1-9
+    
+    # 创建前景mask
+    foreground_mask = np.zeros_like(label_array, dtype=bool)
+    for value in foreground_values:
+        foreground_mask |= (label_array == value)
+    
+    # 找到前景区域的坐标
+    coords = np.where(foreground_mask)
+    
+    if len(coords[0]) == 0:  # 没有前景区域
+        return None
+    
+    z_min, z_max = coords[0].min(), coords[0].max()
+    y_min, y_max = coords[1].min(), coords[1].max()
+    x_min, x_max = coords[2].min(), coords[2].max()
+    
+    return z_min, z_max, y_min, y_max, x_min, x_max
+
+def crop_with_bbox(image_array, bbox):
+    """
+    根据bounding box截取图像
+    """
+    z_min, z_max, y_min, y_max, x_min, x_max = bbox
+    return image_array[z_min:z_max+1, y_min:y_max+1, x_min:x_max+1]
+
+def calculate_new_origin(original_image, bbox):
+    """
+    计算截取后图像的新origin
+    """
+    z_min, z_max, y_min, y_max, x_min, x_max = bbox
+    
+    # 获取原始图像的spacing和origin
+    original_spacing = original_image.GetSpacing()
+    original_origin = original_image.GetOrigin()
+    
+    # 计算新的origin（注意SimpleITK的坐标顺序是x,y,z，而numpy是z,y,x）
+    new_origin = (
+        original_origin[0] + x_min * original_spacing[0],  # x方向
+        original_origin[1] + y_min * original_spacing[1],  # y方向
+        original_origin[2] + z_min * original_spacing[2]   # z方向
+    )
+    
+    return new_origin
+
+def relabel_segmentation(label_array):
+    """
+    重新标记分割结果：
+    - 值为1的pixel保持1
+    - 值为2-9的pixel改成值为2
+    - 其余的都改成0
+    """
+    new_label = np.zeros_like(label_array)
+    new_label[label_array == 21] = 1
+    new_label[(label_array >= 22) & (label_array <= 29)] = 2
+    return new_label
+
+def process_ct_and_labels(path_a, path_b, path_c, path_d):
+    """
+    处理CT图片和标签文件
+    
+    Parameters:
+    - path_a: CT图片路径
+    - path_b: 标签文件路径
+    - path_c: 截取后图片保存路径
+    - path_d: 处理后标签保存路径
+    """
+    
+    # 转换为Path对象
+    path_a = Path(path_a)
+    path_b = Path(path_b)
+    path_c = Path(path_c)
+    path_d = Path(path_d)
+    
+    # 创建输出目录
+    path_c.mkdir(parents=True, exist_ok=True)
+    path_d.mkdir(parents=True, exist_ok=True)
+    
+    # 获取所有mha文件
+    ct_files = list(path_a.glob("*.mha"))
+    
+    if not ct_files:
+        print(f"在路径 {path_a} 中没有找到mha文件")
+        return
+    
+    print(f"找到 {len(ct_files)} 个CT文件")
+    
+    success_count = 0
+    failed_files = []
+    
+    for ct_file in tqdm(ct_files, desc="处理文件"):
+        try:
+            # 构造对应的标签文件路径
+            label_file = path_b / ct_file.name
+            
+            if not label_file.exists():
+                print(f"警告: 找不到对应的标签文件 - {label_file.name}")
+                failed_files.append(ct_file.name)
+                continue
+            
+            # 读取CT图片和标签
+            print(f"处理: {ct_file.name}")
+            
+            ct_image = sitk.ReadImage(str(ct_file))
+            label_image = sitk.ReadImage(str(label_file))
+            
+            # 转换为numpy数组
+            ct_array = sitk.GetArrayFromImage(ct_image)
+            label_array = sitk.GetArrayFromImage(label_image)
+            
+            # 检查图片和标签尺寸是否匹配
+            if ct_array.shape != label_array.shape:
+                print(f"警告: 图片和标签尺寸不匹配 - {ct_file.name}")
+                print(f"CT shape: {ct_array.shape}, Label shape: {label_array.shape}")
+                failed_files.append(ct_file.name)
+                continue
+            
+            # 计算bounding box
+            bbox = get_bounding_box_3d(label_array, foreground_values=list(range(21, 30)))
+            
+            if bbox is None:
+                print(f"警告: 没有找到前景区域 - {ct_file.name}")
+                failed_files.append(ct_file.name)
+                continue
+            
+            print(f"Bounding box: z[{bbox[0]}:{bbox[1]}], y[{bbox[2]}:{bbox[3]}], x[{bbox[4]}:{bbox[5]}]")
+            
+            # 截取CT图片和标签
+            cropped_ct = crop_with_bbox(ct_array, bbox)
+            cropped_label = crop_with_bbox(label_array, bbox)
+            
+            print(f"原始尺寸: {ct_array.shape}, 截取后尺寸: {cropped_ct.shape}")
+            
+            # 重新标记标签
+            relabeled = relabel_segmentation(cropped_label)
+            
+            # 检查重新标记的结果
+            unique_values = np.unique(relabeled)
+            print(f"重新标记后的标签值: {unique_values}")
+            
+            # 计算截取后图像的新origin
+            new_origin = calculate_new_origin(ct_image, bbox)
+            
+            # 保存截取后的CT图片
+            cropped_ct_image = sitk.GetImageFromArray(cropped_ct)
+            # 设置正确的meta信息
+            cropped_ct_image.SetSpacing(ct_image.GetSpacing())
+            cropped_ct_image.SetOrigin(new_origin)
+            cropped_ct_image.SetDirection(ct_image.GetDirection())
+            
+            output_ct_path = path_c / ct_file.name
+            sitk.WriteImage(cropped_ct_image, str(output_ct_path))
+            
+            # 保存处理后的标签
+            relabeled_image = sitk.GetImageFromArray(relabeled.astype(np.uint8))
+            # 设置正确的meta信息
+            relabeled_image.SetSpacing(label_image.GetSpacing())
+            relabeled_image.SetOrigin(new_origin)
+            relabeled_image.SetDirection(label_image.GetDirection())
+            
+            output_label_path = path_d / ct_file.name
+            sitk.WriteImage(relabeled_image, str(output_label_path))
+            
+            success_count += 1
+            print(f"✅ 成功处理: {ct_file.name}")
+            print("-" * 50)
+            
+        except Exception as e:
+            print(f"❌ 处理失败: {ct_file.name} - {str(e)}")
+            failed_files.append(ct_file.name)
+    
+    # 打印处理结果统计
+    print(f"\n{'='*60}")
+    print(f"处理完成!")
+    print(f"成功处理: {success_count}/{len(ct_files)} 个文件")
+    print(f"失败文件数: {len(failed_files)}")
+    
+    if failed_files:
+        print(f"\n失败的文件:")
+        for filename in failed_files:
+            print(f"  - {filename}")
+    
+    print(f"\n输出路径:")
+    print(f"截取后的CT图片: {path_c}")
+    print(f"处理后的标签: {path_d}")
+
+def verify_results(path_c, path_d, num_samples=3):
+    """
+    验证处理结果
+    """
+    print(f"\n{'='*60}")
+    print("验证处理结果...")
+    
+    ct_files = list(Path(path_c).glob("*.mha"))[:num_samples]
+    
+    for ct_file in ct_files:
+        label_file = Path(path_d) / ct_file.name
+        
+        if label_file.exists():
+            # 读取文件
+            ct_image = sitk.ReadImage(str(ct_file))
+            label_image = sitk.ReadImage(str(label_file))
+            
+            ct_array = sitk.GetArrayFromImage(ct_image)
+            label_array = sitk.GetArrayFromImage(label_image)
+            
+            # 检查标签值
+            unique_labels = np.unique(label_array)
+            
+            print(f"\n文件: {ct_file.name}")
+            print(f"CT尺寸: {ct_array.shape}")
+            print(f"标签尺寸: {label_array.shape}")
+            print(f"CT spacing: {ct_image.GetSpacing()}")
+            print(f"CT origin: {ct_image.GetOrigin()}")
+            print(f"标签值: {unique_labels}")
+            
+            # 统计每个标签的像素数
+            for label_val in unique_labels:
+                count = np.sum(label_array == label_val)
+                print(f"  标签 {label_val}: {count} 像素")
+
+def main():
+    """
+    主函数
+    """
+    # ===== 配置路径 =====
+    PATH_A = "/research/phd_y3/pelvic_project/Data/images"      # CT图片路径
+    PATH_B = "/research/phd_y3/pelvic_project/Data/labels"         # 标签文件路径
+    PATH_C = "/research/phd_y3/pelvic_project/Data/left_hip_bbox_images"     # 截取后CT保存路径
+    PATH_D = "/research/phd_y3/pelvic_project/Data/left_hip_bbox_labels"  # 处理后标签保存路径
+    
+    print("开始处理CT图片和标签文件...")
+    print(f"CT图片路径: {PATH_A}")
+    print(f"标签路径: {PATH_B}")
+    print(f"输出CT路径: {PATH_C}")
+    print(f"输出标签路径: {PATH_D}")
+    
+    # 检查输入路径
+    if not Path(PATH_A).exists():
+        print(f"错误: CT图片路径不存在 - {PATH_A}")
+        return
+    
+    if not Path(PATH_B).exists():
+        print(f"错误: 标签路径不存在 - {PATH_B}")
+        return
+    
+    # 处理文件
+    process_ct_and_labels(PATH_A, PATH_B, PATH_C, PATH_D)
+    
+    # 验证结果
+    verify_results(PATH_C, PATH_D)
+
+if __name__ == "__main__":
+    main()
diff --git a/Data/extract_mid_sacrum.py b/Data/extract_mid_sacrum.py
new file mode 100644
index 0000000000000000000000000000000000000000..467e2ffcecc1227b9e45ddce8f17dd61db1c9cd4
--- /dev/null
+++ b/Data/extract_mid_sacrum.py
@@ -0,0 +1,273 @@
+import SimpleITK as sitk
+import numpy as np
+from pathlib import Path
+from tqdm import tqdm
+
+def get_bounding_box_3d(label_array, foreground_values=None):
+    """
+    计算3D标签数组中前景区域的bounding box
+    
+    Parameters:
+    - label_array: 3D numpy数组
+    - foreground_values: 前景值列表，默认为[1,2,3,4,5,6,7,8,9]
+    
+    Returns:
+    - (z_min, z_max, y_min, y_max, x_min, x_max): bounding box坐标
+    """
+    if foreground_values is None:
+        foreground_values = list(range(1, 10))  # 1-9
+    
+    # 创建前景mask
+    foreground_mask = np.zeros_like(label_array, dtype=bool)
+    for value in foreground_values:
+        foreground_mask |= (label_array == value)
+    
+    # 找到前景区域的坐标
+    coords = np.where(foreground_mask)
+    
+    if len(coords[0]) == 0:  # 没有前景区域
+        return None
+    
+    z_min, z_max = coords[0].min(), coords[0].max()
+    y_min, y_max = coords[1].min(), coords[1].max()
+    x_min, x_max = coords[2].min(), coords[2].max()
+    
+    return z_min, z_max, y_min, y_max, x_min, x_max
+
+def crop_with_bbox(image_array, bbox):
+    """
+    根据bounding box截取图像
+    """
+    z_min, z_max, y_min, y_max, x_min, x_max = bbox
+    return image_array[z_min:z_max+1, y_min:y_max+1, x_min:x_max+1]
+
+def calculate_new_origin(original_image, bbox):
+    """
+    计算截取后图像的新origin
+    """
+    z_min, z_max, y_min, y_max, x_min, x_max = bbox
+    
+    # 获取原始图像的spacing和origin
+    original_spacing = original_image.GetSpacing()
+    original_origin = original_image.GetOrigin()
+    
+    # 计算新的origin（注意SimpleITK的坐标顺序是x,y,z，而numpy是z,y,x）
+    new_origin = (
+        original_origin[0] + x_min * original_spacing[0],  # x方向
+        original_origin[1] + y_min * original_spacing[1],  # y方向
+        original_origin[2] + z_min * original_spacing[2]   # z方向
+    )
+    
+    return new_origin
+
+def relabel_segmentation(label_array):
+    """
+    重新标记分割结果：
+    - 值为1的pixel保持1
+    - 值为2-9的pixel改成值为2
+    - 其余的都改成0
+    """
+    new_label = np.zeros_like(label_array)
+    new_label[label_array == 1] = 1
+    new_label[(label_array >= 2) & (label_array <= 9)] = 2
+    return new_label
+
+def process_ct_and_labels(path_a, path_b, path_c, path_d):
+    """
+    处理CT图片和标签文件
+    
+    Parameters:
+    - path_a: CT图片路径
+    - path_b: 标签文件路径
+    - path_c: 截取后图片保存路径
+    - path_d: 处理后标签保存路径
+    """
+    
+    # 转换为Path对象
+    path_a = Path(path_a)
+    path_b = Path(path_b)
+    path_c = Path(path_c)
+    path_d = Path(path_d)
+    
+    # 创建输出目录
+    path_c.mkdir(parents=True, exist_ok=True)
+    path_d.mkdir(parents=True, exist_ok=True)
+    
+    # 获取所有mha文件
+    ct_files = list(path_a.glob("*.mha"))
+    
+    if not ct_files:
+        print(f"在路径 {path_a} 中没有找到mha文件")
+        return
+    
+    print(f"找到 {len(ct_files)} 个CT文件")
+    
+    success_count = 0
+    failed_files = []
+    
+    for ct_file in tqdm(ct_files, desc="处理文件"):
+        try:
+            # 构造对应的标签文件路径
+            label_file = path_b / ct_file.name
+            
+            if not label_file.exists():
+                print(f"警告: 找不到对应的标签文件 - {label_file.name}")
+                failed_files.append(ct_file.name)
+                continue
+            
+            # 读取CT图片和标签
+            print(f"处理: {ct_file.name}")
+            
+            ct_image = sitk.ReadImage(str(ct_file))
+            label_image = sitk.ReadImage(str(label_file))
+            
+            # 转换为numpy数组
+            ct_array = sitk.GetArrayFromImage(ct_image)
+            label_array = sitk.GetArrayFromImage(label_image)
+            
+            # 检查图片和标签尺寸是否匹配
+            if ct_array.shape != label_array.shape:
+                print(f"警告: 图片和标签尺寸不匹配 - {ct_file.name}")
+                print(f"CT shape: {ct_array.shape}, Label shape: {label_array.shape}")
+                failed_files.append(ct_file.name)
+                continue
+            
+            # 计算bounding box
+            bbox = get_bounding_box_3d(label_array, foreground_values=list(range(1, 10)))
+            
+            if bbox is None:
+                print(f"警告: 没有找到前景区域 - {ct_file.name}")
+                failed_files.append(ct_file.name)
+                continue
+            
+            print(f"Bounding box: z[{bbox[0]}:{bbox[1]}], y[{bbox[2]}:{bbox[3]}], x[{bbox[4]}:{bbox[5]}]")
+            
+            # 截取CT图片和标签
+            cropped_ct = crop_with_bbox(ct_array, bbox)
+            cropped_label = crop_with_bbox(label_array, bbox)
+            
+            print(f"原始尺寸: {ct_array.shape}, 截取后尺寸: {cropped_ct.shape}")
+            
+            # 重新标记标签
+            relabeled = relabel_segmentation(cropped_label)
+            
+            # 检查重新标记的结果
+            unique_values = np.unique(relabeled)
+            print(f"重新标记后的标签值: {unique_values}")
+            
+            # 计算截取后图像的新origin
+            new_origin = calculate_new_origin(ct_image, bbox)
+            
+            # 保存截取后的CT图片
+            cropped_ct_image = sitk.GetImageFromArray(cropped_ct)
+            # 设置正确的meta信息
+            cropped_ct_image.SetSpacing(ct_image.GetSpacing())
+            cropped_ct_image.SetOrigin(new_origin)
+            cropped_ct_image.SetDirection(ct_image.GetDirection())
+            
+            output_ct_path = path_c / ct_file.name
+            sitk.WriteImage(cropped_ct_image, str(output_ct_path))
+            
+            # 保存处理后的标签
+            relabeled_image = sitk.GetImageFromArray(relabeled.astype(np.uint8))
+            # 设置正确的meta信息
+            relabeled_image.SetSpacing(label_image.GetSpacing())
+            relabeled_image.SetOrigin(new_origin)
+            relabeled_image.SetDirection(label_image.GetDirection())
+            
+            output_label_path = path_d / ct_file.name
+            sitk.WriteImage(relabeled_image, str(output_label_path))
+            
+            success_count += 1
+            print(f"✅ 成功处理: {ct_file.name}")
+            print("-" * 50)
+            
+        except Exception as e:
+            print(f"❌ 处理失败: {ct_file.name} - {str(e)}")
+            failed_files.append(ct_file.name)
+    
+    # 打印处理结果统计
+    print(f"\n{'='*60}")
+    print(f"处理完成!")
+    print(f"成功处理: {success_count}/{len(ct_files)} 个文件")
+    print(f"失败文件数: {len(failed_files)}")
+    
+    if failed_files:
+        print(f"\n失败的文件:")
+        for filename in failed_files:
+            print(f"  - {filename}")
+    
+    print(f"\n输出路径:")
+    print(f"截取后的CT图片: {path_c}")
+    print(f"处理后的标签: {path_d}")
+
+def verify_results(path_c, path_d, num_samples=3):
+    """
+    验证处理结果
+    """
+    print(f"\n{'='*60}")
+    print("验证处理结果...")
+    
+    ct_files = list(Path(path_c).glob("*.mha"))[:num_samples]
+    
+    for ct_file in ct_files:
+        label_file = Path(path_d) / ct_file.name
+        
+        if label_file.exists():
+            # 读取文件
+            ct_image = sitk.ReadImage(str(ct_file))
+            label_image = sitk.ReadImage(str(label_file))
+            
+            ct_array = sitk.GetArrayFromImage(ct_image)
+            label_array = sitk.GetArrayFromImage(label_image)
+            
+            # 检查标签值
+            unique_labels = np.unique(label_array)
+            
+            print(f"\n文件: {ct_file.name}")
+            print(f"CT尺寸: {ct_array.shape}")
+            print(f"标签尺寸: {label_array.shape}")
+            print(f"CT spacing: {ct_image.GetSpacing()}")
+            print(f"CT origin: {ct_image.GetOrigin()}")
+            print(f"标签值: {unique_labels}")
+            
+            # 统计每个标签的像素数
+            for label_val in unique_labels:
+                count = np.sum(label_array == label_val)
+                print(f"  标签 {label_val}: {count} 像素")
+
+def main():
+    """
+    主函数
+    """
+    # ===== 配置路径 =====
+    PATH_A = "/research/phd_y3/pelvic_project/Data/images"      # CT图片路径
+    PATH_B = "/research/phd_y3/pelvic_project/Data/labels"         # 标签文件路径
+    # PATH_C = "/research/phd_y3/pelvic_project/Data/mid_sacrum_bbox_images"     # 截取后CT保存路径
+    # PATH_D = "/research/phd_y3/pelvic_project/Data/mid_sacrum_bbox_labels"  # 处理后标签保存路径
+    PATH_C = "/research/phd_y3/pelvic_project/Data/left_hip_bbox_images"     # 截取后CT保存路径
+    PATH_D = "/research/phd_y3/pelvic_project/Data/left_hip_bbox_labels"  # 处理后标签保存路径
+    
+    print("开始处理CT图片和标签文件...")
+    print(f"CT图片路径: {PATH_A}")
+    print(f"标签路径: {PATH_B}")
+    print(f"输出CT路径: {PATH_C}")
+    print(f"输出标签路径: {PATH_D}")
+    
+    # 检查输入路径
+    if not Path(PATH_A).exists():
+        print(f"错误: CT图片路径不存在 - {PATH_A}")
+        return
+    
+    if not Path(PATH_B).exists():
+        print(f"错误: 标签路径不存在 - {PATH_B}")
+        return
+    
+    # 处理文件
+    process_ct_and_labels(PATH_A, PATH_B, PATH_C, PATH_D)
+    
+    # 验证结果
+    verify_results(PATH_C, PATH_D)
+
+if __name__ == "__main__":
+    main()
diff --git a/Data/extract_right_hip.py b/Data/extract_right_hip.py
new file mode 100644
index 0000000000000000000000000000000000000000..6fdb5f4c18ec10db1ccc7726b8630cbd0177fe2e
--- /dev/null
+++ b/Data/extract_right_hip.py
@@ -0,0 +1,271 @@
+import SimpleITK as sitk
+import numpy as np
+from pathlib import Path
+from tqdm import tqdm
+
+def get_bounding_box_3d(label_array, foreground_values=None):
+    """
+    计算3D标签数组中前景区域的bounding box
+    
+    Parameters:
+    - label_array: 3D numpy数组
+    - foreground_values: 前景值列表，默认为[1,2,3,4,5,6,7,8,9]
+    
+    Returns:
+    - (z_min, z_max, y_min, y_max, x_min, x_max): bounding box坐标
+    """
+    if foreground_values is None:
+        foreground_values = list(range(11, 20))  # 1-9
+    
+    # 创建前景mask
+    foreground_mask = np.zeros_like(label_array, dtype=bool)
+    for value in foreground_values:
+        foreground_mask |= (label_array == value)
+    
+    # 找到前景区域的坐标
+    coords = np.where(foreground_mask)
+    
+    if len(coords[0]) == 0:  # 没有前景区域
+        return None
+    
+    z_min, z_max = coords[0].min(), coords[0].max()
+    y_min, y_max = coords[1].min(), coords[1].max()
+    x_min, x_max = coords[2].min(), coords[2].max()
+    
+    return z_min, z_max, y_min, y_max, x_min, x_max
+
+def crop_with_bbox(image_array, bbox):
+    """
+    根据bounding box截取图像
+    """
+    z_min, z_max, y_min, y_max, x_min, x_max = bbox
+    return image_array[z_min:z_max+1, y_min:y_max+1, x_min:x_max+1]
+
+def calculate_new_origin(original_image, bbox):
+    """
+    计算截取后图像的新origin
+    """
+    z_min, z_max, y_min, y_max, x_min, x_max = bbox
+    
+    # 获取原始图像的spacing和origin
+    original_spacing = original_image.GetSpacing()
+    original_origin = original_image.GetOrigin()
+    
+    # 计算新的origin（注意SimpleITK的坐标顺序是x,y,z，而numpy是z,y,x）
+    new_origin = (
+        original_origin[0] + x_min * original_spacing[0],  # x方向
+        original_origin[1] + y_min * original_spacing[1],  # y方向
+        original_origin[2] + z_min * original_spacing[2]   # z方向
+    )
+    
+    return new_origin
+
+def relabel_segmentation(label_array):
+    """
+    重新标记分割结果：
+    - 值为1的pixel保持1
+    - 值为2-9的pixel改成值为2
+    - 其余的都改成0
+    """
+    new_label = np.zeros_like(label_array)
+    new_label[label_array == 11] = 1
+    new_label[(label_array >= 12) & (label_array <= 19)] = 2
+    return new_label
+
+def process_ct_and_labels(path_a, path_b, path_c, path_d):
+    """
+    处理CT图片和标签文件
+    
+    Parameters:
+    - path_a: CT图片路径
+    - path_b: 标签文件路径
+    - path_c: 截取后图片保存路径
+    - path_d: 处理后标签保存路径
+    """
+    
+    # 转换为Path对象
+    path_a = Path(path_a)
+    path_b = Path(path_b)
+    path_c = Path(path_c)
+    path_d = Path(path_d)
+    
+    # 创建输出目录
+    path_c.mkdir(parents=True, exist_ok=True)
+    path_d.mkdir(parents=True, exist_ok=True)
+    
+    # 获取所有mha文件
+    ct_files = list(path_a.glob("*.mha"))
+    
+    if not ct_files:
+        print(f"在路径 {path_a} 中没有找到mha文件")
+        return
+    
+    print(f"找到 {len(ct_files)} 个CT文件")
+    
+    success_count = 0
+    failed_files = []
+    
+    for ct_file in tqdm(ct_files, desc="处理文件"):
+        try:
+            # 构造对应的标签文件路径
+            label_file = path_b / ct_file.name
+            
+            if not label_file.exists():
+                print(f"警告: 找不到对应的标签文件 - {label_file.name}")
+                failed_files.append(ct_file.name)
+                continue
+            
+            # 读取CT图片和标签
+            print(f"处理: {ct_file.name}")
+            
+            ct_image = sitk.ReadImage(str(ct_file))
+            label_image = sitk.ReadImage(str(label_file))
+            
+            # 转换为numpy数组
+            ct_array = sitk.GetArrayFromImage(ct_image)
+            label_array = sitk.GetArrayFromImage(label_image)
+            
+            # 检查图片和标签尺寸是否匹配
+            if ct_array.shape != label_array.shape:
+                print(f"警告: 图片和标签尺寸不匹配 - {ct_file.name}")
+                print(f"CT shape: {ct_array.shape}, Label shape: {label_array.shape}")
+                failed_files.append(ct_file.name)
+                continue
+            
+            # 计算bounding box
+            bbox = get_bounding_box_3d(label_array, foreground_values=list(range(11, 20)))
+            
+            if bbox is None:
+                print(f"警告: 没有找到前景区域 - {ct_file.name}")
+                failed_files.append(ct_file.name)
+                continue
+            
+            print(f"Bounding box: z[{bbox[0]}:{bbox[1]}], y[{bbox[2]}:{bbox[3]}], x[{bbox[4]}:{bbox[5]}]")
+            
+            # 截取CT图片和标签
+            cropped_ct = crop_with_bbox(ct_array, bbox)
+            cropped_label = crop_with_bbox(label_array, bbox)
+            
+            print(f"原始尺寸: {ct_array.shape}, 截取后尺寸: {cropped_ct.shape}")
+            
+            # 重新标记标签
+            relabeled = relabel_segmentation(cropped_label)
+            
+            # 检查重新标记的结果
+            unique_values = np.unique(relabeled)
+            print(f"重新标记后的标签值: {unique_values}")
+            
+            # 计算截取后图像的新origin
+            new_origin = calculate_new_origin(ct_image, bbox)
+            
+            # 保存截取后的CT图片
+            cropped_ct_image = sitk.GetImageFromArray(cropped_ct)
+            # 设置正确的meta信息
+            cropped_ct_image.SetSpacing(ct_image.GetSpacing())
+            cropped_ct_image.SetOrigin(new_origin)
+            cropped_ct_image.SetDirection(ct_image.GetDirection())
+            
+            output_ct_path = path_c / ct_file.name
+            sitk.WriteImage(cropped_ct_image, str(output_ct_path))
+            
+            # 保存处理后的标签
+            relabeled_image = sitk.GetImageFromArray(relabeled.astype(np.uint8))
+            # 设置正确的meta信息
+            relabeled_image.SetSpacing(label_image.GetSpacing())
+            relabeled_image.SetOrigin(new_origin)
+            relabeled_image.SetDirection(label_image.GetDirection())
+            
+            output_label_path = path_d / ct_file.name
+            sitk.WriteImage(relabeled_image, str(output_label_path))
+            
+            success_count += 1
+            print(f"✅ 成功处理: {ct_file.name}")
+            print("-" * 50)
+            
+        except Exception as e:
+            print(f"❌ 处理失败: {ct_file.name} - {str(e)}")
+            failed_files.append(ct_file.name)
+    
+    # 打印处理结果统计
+    print(f"\n{'='*60}")
+    print(f"处理完成!")
+    print(f"成功处理: {success_count}/{len(ct_files)} 个文件")
+    print(f"失败文件数: {len(failed_files)}")
+    
+    if failed_files:
+        print(f"\n失败的文件:")
+        for filename in failed_files:
+            print(f"  - {filename}")
+    
+    print(f"\n输出路径:")
+    print(f"截取后的CT图片: {path_c}")
+    print(f"处理后的标签: {path_d}")
+
+def verify_results(path_c, path_d, num_samples=3):
+    """
+    验证处理结果
+    """
+    print(f"\n{'='*60}")
+    print("验证处理结果...")
+    
+    ct_files = list(Path(path_c).glob("*.mha"))[:num_samples]
+    
+    for ct_file in ct_files:
+        label_file = Path(path_d) / ct_file.name
+        
+        if label_file.exists():
+            # 读取文件
+            ct_image = sitk.ReadImage(str(ct_file))
+            label_image = sitk.ReadImage(str(label_file))
+            
+            ct_array = sitk.GetArrayFromImage(ct_image)
+            label_array = sitk.GetArrayFromImage(label_image)
+            
+            # 检查标签值
+            unique_labels = np.unique(label_array)
+            
+            print(f"\n文件: {ct_file.name}")
+            print(f"CT尺寸: {ct_array.shape}")
+            print(f"标签尺寸: {label_array.shape}")
+            print(f"CT spacing: {ct_image.GetSpacing()}")
+            print(f"CT origin: {ct_image.GetOrigin()}")
+            print(f"标签值: {unique_labels}")
+            
+            # 统计每个标签的像素数
+            for label_val in unique_labels:
+                count = np.sum(label_array == label_val)
+                print(f"  标签 {label_val}: {count} 像素")
+
+def main():
+    """
+    主函数
+    """
+    # ===== 配置路径 =====
+    PATH_A = "/research/phd_y3/pelvic_project/Data/images"      # CT图片路径
+    PATH_B = "/research/phd_y3/pelvic_project/Data/labels"         # 标签文件路径
+    PATH_C = "/research/phd_y3/pelvic_project/Data/right_hip_bbox_images"     # 截取后CT保存路径
+    PATH_D = "/research/phd_y3/pelvic_project/Data/right_hip_bbox_labels"  # 处理后标签保存路径
+    
+    print("开始处理CT图片和标签文件...")
+    print(f"CT图片路径: {PATH_A}")
+    print(f"标签路径: {PATH_B}")
+    print(f"输出CT路径: {PATH_C}")
+    print(f"输出标签路径: {PATH_D}")
+    
+    # 检查输入路径
+    if not Path(PATH_A).exists():
+        print(f"错误: CT图片路径不存在 - {PATH_A}")
+        return
+    
+    if not Path(PATH_B).exists():
+        print(f"错误: 标签路径不存在 - {PATH_B}")
+        return
+    
+    # 处理文件
+    process_ct_and_labels(PATH_A, PATH_B, PATH_C, PATH_D)
+    
+    # 验证结果
+    verify_results(PATH_C, PATH_D)
+
+if __name__ == "__main__":
+    main()
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diff --git a/Data/modify_label_3_parts.py b/Data/modify_label_3_parts.py
new file mode 100644
index 0000000000000000000000000000000000000000..8ec5fd5baccefeb94bc728f5f1527164990898a7
--- /dev/null
+++ b/Data/modify_label_3_parts.py
@@ -0,0 +1,95 @@
+import os
+import numpy as np
+import SimpleITK as sitk
+from pathlib import Path
+
+def remap_labels(input_array):
+    """
+    重新映射标签值
+    1-10 -> 1
+    11-20 -> 2
+    21-30 -> 3
+    其他值保持不变
+    """
+    output_array = input_array.copy()
+    
+    # 1-10 -> 1
+    mask_1_10 = (input_array >= 1) & (input_array <= 10)
+    output_array[mask_1_10] = 1
+    
+    # 11-20 -> 2
+    mask_11_20 = (input_array >= 11) & (input_array <= 20)
+    output_array[mask_11_20] = 2
+    
+    # 21-30 -> 3
+    mask_21_30 = (input_array >= 21) & (input_array <= 30)
+    output_array[mask_21_30] = 3
+    
+    return output_array
+
+def process_single_file(input_file_path, output_file_path):
+    """处理单个mha文件"""
+    try:
+        print(f"正在处理: {input_file_path.name}")
+        
+        # 读取mha文件
+        image = sitk.ReadImage(str(input_file_path))
+        
+        # 获取像素数据
+        array = sitk.GetArrayFromImage(image)
+        
+        # 重新映射标签
+        remapped_array = remap_labels(array)
+        
+        # 创建新的ITK图像，保持所有原始元数据
+        new_image = sitk.GetImageFromArray(remapped_array)
+        new_image.SetSpacing(image.GetSpacing())
+        new_image.SetOrigin(image.GetOrigin())
+        new_image.SetDirection(image.GetDirection())
+        
+        # 保存文件
+        sitk.WriteImage(new_image, str(output_file_path))
+        print(f"  ✅ 保存成功")
+        
+        return True
+        
+    except Exception as e:
+        print(f"  ❌ 处理失败: {str(e)}")
+        return False
+
+def main():
+    # 直接设置输入和输出路径
+    input_folder = "/research/phd_y3/pelvic_project/Data/labels"  # 修改为你的文件夹A路径
+    output_folder = "/research/phd_y3/pelvic_project/Data/3_part_labels"  # 修改为你的输出路径
+    
+    input_path = Path(input_folder)
+    output_path = Path(output_folder)
+    
+    # 创建输出文件夹
+    output_path.mkdir(parents=True, exist_ok=True)
+    
+    # 获取所有mha文件
+    mha_files = list(input_path.glob("*.mha"))
+    
+    print(f"找到 {len(mha_files)} 个mha文件")
+    print(f"输入路径: {input_folder}")
+    print(f"输出路径: {output_folder}")
+    print("="*50)
+    
+    # 批量处理
+    success_count = 0
+    for i, input_file in enumerate(mha_files, 1):
+        print(f"[{i}/{len(mha_files)}]", end=" ")
+        
+        # 构建输出文件路径
+        output_file = output_path / input_file.name
+        
+        # 处理文件
+        if process_single_file(input_file, output_file):
+            success_count += 1
+    
+    print("="*50)
+    print(f"处理完成! 成功处理 {success_count}/{len(mha_files)} 个文件")
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/Data/modify_left_hip_labels.py b/Data/modify_left_hip_labels.py
new file mode 100644
index 0000000000000000000000000000000000000000..3ac5acf2b2329a489ef6a9b56f4a10dc2f562b21
--- /dev/null
+++ b/Data/modify_left_hip_labels.py
@@ -0,0 +1,89 @@
+import os
+import SimpleITK as sitk
+import numpy as np
+from pathlib import Path
+from tqdm import tqdm
+
+def process_label_file_detailed(input_path, output_path, show_stats=True):
+    """
+    处理单个标签文件（带详细统计信息）
+    """
+    try:
+        # 读取mha文件
+        image = sitk.ReadImage(str(input_path))
+        array = sitk.GetArrayFromImage(image)
+        
+        if show_stats:
+            # 显示原始标签分布
+            unique_values, counts = np.unique(array, return_counts=True)
+            print(f"\n文件: {input_path.name}")
+            print(f"原始标签分布:")
+            for val, count in zip(unique_values, counts):
+                print(f"  标签 {val}: {count} 个像素")
+        
+        # 创建新的数组并处理
+        new_array = np.zeros_like(array)
+        new_array[array == 1] = 1
+        new_array[(array >= 2) & (array <= 9)] = 2
+        
+        if show_stats:
+            # 显示处理后标签分布
+            unique_values_new, counts_new = np.unique(new_array, return_counts=True)
+            print(f"处理后标签分布:")
+            for val, count in zip(unique_values_new, counts_new):
+                print(f"  标签 {val}: {count} 个像素")
+        
+        # 保存
+        new_image = sitk.GetImageFromArray(new_array)
+        new_image.CopyInformation(image)
+        sitk.WriteImage(new_image, str(output_path))
+        
+        return True
+        
+    except Exception as e:
+        print(f"错误处理 {input_path.name}: {str(e)}")
+        return False
+
+def process_all_labels_with_progress(input_dir, output_dir, show_detailed_stats=False):
+    """
+    带进度条的批处理函数
+    """
+    input_path = Path(input_dir)
+    output_path = Path(output_dir)
+    
+    # 创建输出目录
+    output_path.mkdir(parents=True, exist_ok=True)
+    
+    # 查找所有mha文件
+    mha_files = list(input_path.glob("*.mha"))
+    
+    if not mha_files:
+        print(f"在路径 {input_dir} 中没有找到mha文件")
+        return
+    
+    print(f"开始处理 {len(mha_files)} 个文件...")
+    
+    success_count = 0
+    
+    # 使用tqdm显示进度条
+    for mha_file in tqdm(mha_files, desc="处理进度"):
+        output_file = output_path / mha_file.name
+        
+        if process_label_file_detailed(mha_file, output_file, show_detailed_stats):
+            success_count += 1
+    
+    print(f"\n✅ 处理完成!")
+    print(f"成功: {success_count}/{len(mha_files)} 个文件")
+    if success_count < len(mha_files):
+        print(f"失败: {len(mha_files) - success_count} 个文件")
+
+# 使用方法
+if __name__ == "__main__":
+    # 修改这两个路径
+    INPUT_DIR = "/research/phd_y3/pelvic_project/Data/labels"     # 你的输入路径A
+    OUTPUT_DIR = "/research/phd_y3/pelvic_project/Data/left_hip_labels"    # 你的输出路径B
+    
+    # 选择是否显示详细统计信息
+    SHOW_STATS = True  # 设为False可以只显示进度条
+    
+    process_all_labels_with_progress(INPUT_DIR, OUTPUT_DIR, SHOW_STATS)
\ No newline at end of file
diff --git a/Data/modify_mid_sacrum_labels.py b/Data/modify_mid_sacrum_labels.py
new file mode 100644
index 0000000000000000000000000000000000000000..d23e7c03fd45eb9a03dfe82e970e672f8c7b10cc
--- /dev/null
+++ b/Data/modify_mid_sacrum_labels.py
@@ -0,0 +1,89 @@
+import os
+import SimpleITK as sitk
+import numpy as np
+from pathlib import Path
+from tqdm import tqdm
+
+def process_label_file_detailed(input_path, output_path, show_stats=True):
+    """
+    处理单个标签文件（带详细统计信息）
+    """
+    try:
+        # 读取mha文件
+        image = sitk.ReadImage(str(input_path))
+        array = sitk.GetArrayFromImage(image)
+        
+        if show_stats:
+            # 显示原始标签分布
+            unique_values, counts = np.unique(array, return_counts=True)
+            print(f"\n文件: {input_path.name}")
+            print(f"原始标签分布:")
+            for val, count in zip(unique_values, counts):
+                print(f"  标签 {val}: {count} 个像素")
+        
+        # 创建新的数组并处理
+        new_array = np.zeros_like(array)
+        new_array[array == 1] = 1
+        new_array[(array >= 2) & (array <= 9)] = 2
+        
+        if show_stats:
+            # 显示处理后标签分布
+            unique_values_new, counts_new = np.unique(new_array, return_counts=True)
+            print(f"处理后标签分布:")
+            for val, count in zip(unique_values_new, counts_new):
+                print(f"  标签 {val}: {count} 个像素")
+        
+        # 保存
+        new_image = sitk.GetImageFromArray(new_array)
+        new_image.CopyInformation(image)
+        sitk.WriteImage(new_image, str(output_path))
+        
+        return True
+        
+    except Exception as e:
+        print(f"错误处理 {input_path.name}: {str(e)}")
+        return False
+
+def process_all_labels_with_progress(input_dir, output_dir, show_detailed_stats=False):
+    """
+    带进度条的批处理函数
+    """
+    input_path = Path(input_dir)
+    output_path = Path(output_dir)
+    
+    # 创建输出目录
+    output_path.mkdir(parents=True, exist_ok=True)
+    
+    # 查找所有mha文件
+    mha_files = list(input_path.glob("*.mha"))
+    
+    if not mha_files:
+        print(f"在路径 {input_dir} 中没有找到mha文件")
+        return
+    
+    print(f"开始处理 {len(mha_files)} 个文件...")
+    
+    success_count = 0
+    
+    # 使用tqdm显示进度条
+    for mha_file in tqdm(mha_files, desc="处理进度"):
+        output_file = output_path / mha_file.name
+        
+        if process_label_file_detailed(mha_file, output_file, show_detailed_stats):
+            success_count += 1
+    
+    print(f"\n✅ 处理完成!")
+    print(f"成功: {success_count}/{len(mha_files)} 个文件")
+    if success_count < len(mha_files):
+        print(f"失败: {len(mha_files) - success_count} 个文件")
+
+# 使用方法
+if __name__ == "__main__":
+    # 修改这两个路径
+    INPUT_DIR = "/research/phd_y3/pelvic_project/Data/labels"     # 你的输入路径A
+    OUTPUT_DIR = "/research/phd_y3/pelvic_project/Data/mid_sacrum_labels"    # 你的输出路径B
+    
+    # 选择是否显示详细统计信息
+    SHOW_STATS = True  # 设为False可以只显示进度条
+    
+    process_all_labels_with_progress(INPUT_DIR, OUTPUT_DIR, SHOW_STATS)
\ No newline at end of file
diff --git a/Data/modify_right_hip_labels.py b/Data/modify_right_hip_labels.py
new file mode 100644
index 0000000000000000000000000000000000000000..c390f017b586c5ef16854a6587327ca38cad8e4b
--- /dev/null
+++ b/Data/modify_right_hip_labels.py
@@ -0,0 +1,89 @@
+import os
+import SimpleITK as sitk
+import numpy as np
+from pathlib import Path
+from tqdm import tqdm
+
+def process_label_file_detailed(input_path, output_path, show_stats=True):
+    """
+    处理单个标签文件（带详细统计信息）
+    """
+    try:
+        # 读取mha文件
+        image = sitk.ReadImage(str(input_path))
+        array = sitk.GetArrayFromImage(image)
+        
+        if show_stats:
+            # 显示原始标签分布
+            unique_values, counts = np.unique(array, return_counts=True)
+            print(f"\n文件: {input_path.name}")
+            print(f"原始标签分布:")
+            for val, count in zip(unique_values, counts):
+                print(f"  标签 {val}: {count} 个像素")
+        
+        # 创建新的数组并处理
+        new_array = np.zeros_like(array)
+        new_array[array == 11] = 1
+        new_array[(array >= 12) & (array <= 19)] = 2
+        
+        if show_stats:
+            # 显示处理后标签分布
+            unique_values_new, counts_new = np.unique(new_array, return_counts=True)
+            print(f"处理后标签分布:")
+            for val, count in zip(unique_values_new, counts_new):
+                print(f"  标签 {val}: {count} 个像素")
+        
+        # 保存
+        new_image = sitk.GetImageFromArray(new_array)
+        new_image.CopyInformation(image)
+        sitk.WriteImage(new_image, str(output_path))
+        
+        return True
+        
+    except Exception as e:
+        print(f"错误处理 {input_path.name}: {str(e)}")
+        return False
+
+def process_all_labels_with_progress(input_dir, output_dir, show_detailed_stats=False):
+    """
+    带进度条的批处理函数
+    """
+    input_path = Path(input_dir)
+    output_path = Path(output_dir)
+    
+    # 创建输出目录
+    output_path.mkdir(parents=True, exist_ok=True)
+    
+    # 查找所有mha文件
+    mha_files = list(input_path.glob("*.mha"))
+    
+    if not mha_files:
+        print(f"在路径 {input_dir} 中没有找到mha文件")
+        return
+    
+    print(f"开始处理 {len(mha_files)} 个文件...")
+    
+    success_count = 0
+    
+    # 使用tqdm显示进度条
+    for mha_file in tqdm(mha_files, desc="处理进度"):
+        output_file = output_path / mha_file.name
+        
+        if process_label_file_detailed(mha_file, output_file, show_detailed_stats):
+            success_count += 1
+    
+    print(f"\n✅ 处理完成!")
+    print(f"成功: {success_count}/{len(mha_files)} 个文件")
+    if success_count < len(mha_files):
+        print(f"失败: {len(mha_files) - success_count} 个文件")
+
+# 使用方法
+if __name__ == "__main__":
+    # 修改这两个路径
+    INPUT_DIR = "/research/phd_y3/pelvic_project/Data/labels"     # 你的输入路径A
+    OUTPUT_DIR = "/research/phd_y3/pelvic_project/Data/right_hip_labels"    # 你的输出路径B
+    
+    # 选择是否显示详细统计信息
+    SHOW_STATS = True  # 设为False可以只显示进度条
+    
+    process_all_labels_with_progress(INPUT_DIR, OUTPUT_DIR, SHOW_STATS)
\ No newline at end of file
diff --git a/Data/organ+3_part_label/001.mha b/Data/organ+3_part_label/001.mha
new file mode 100644
index 0000000000000000000000000000000000000000..9a72f68b462151667272f45df67cfaceb5cbfbdd
--- /dev/null
+++ b/Data/organ+3_part_label/001.mha
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 420479346
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new file mode 100644
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--- /dev/null
+++ b/Data/organ+3_part_label/002.mha
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new file mode 100644
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--- /dev/null
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--- /dev/null
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--- /dev/null
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diff --git a/Data/organ+3_part_label/relabel.py b/Data/organ+3_part_label/relabel.py
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--- /dev/null
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+import numpy as np
+import SimpleITK as sitk
+from pathlib import Path
+
+# ==================== 参数设置 ====================
+INPUT_PATH = "/research/phd_y3/pelvic_project/Data/organ+3_part_label"
+OUTPUT_PATH = "/research/phd_y3/pelvic_project/Data/organ+3_part_label_fixed"
+# ==================================================
+
+def remap_labels(data):
+    """
+    重新映射标签为连续序列
+    假设当前标签为：0, 1, 2, 3, 4, 5, 6, 7, 11, 12, 13
+    映射为：         0, 1, 2, 3, 4, 5, 6, 7, 8,  9,  10
+    """
+    # 创建映射字典
+    label_mapping = {
+        0: 0,   # 背景保持不变
+        1: 1,   # 器官标签1
+        2: 2,   # 器官标签2
+        3: 3,   # 器官标签3
+        4: 4,   # 器官标签4
+        5: 5,   # 器官标签5
+        6: 6,   # 器官标签6
+        7: 7,   # 器官标签7
+        8: 8,   # 器官标签8
+        11: 9,  # 3-part标签1 -> 9
+        12: 10,  # 3-part标签2 -> 10
+        13: 11, # 3-part标签3 -> 11
+    }
+    
+    # 创建输出数组
+    output_data = np.zeros_like(data)
+    
+    # 应用映射
+    for old_label, new_label in label_mapping.items():
+        mask = (data == old_label)
+        output_data[mask] = new_label
+    
+    return output_data
+
+def process_mha_files(input_path, output_path):
+    """处理所有MHA文件，重新映射标签"""
+    
+    input_path = Path(input_path)
+    output_path = Path(output_path)
+    
+    # 创建输出目录
+    output_path.mkdir(parents=True, exist_ok=True)
+    
+    # 获取所有MHA文件
+    mha_files = list(input_path.glob("*.mha"))
+    mha_files.sort()
+    
+    print(f"Found {len(mha_files)} MHA files")
+    
+    processed_count = 0
+    
+    for mha_file in mha_files:
+        print(f"\nProcessing: {mha_file.name}")
+        
+        try:
+            # 读取MHA文件
+            itk_img = sitk.ReadImage(str(mha_file))
+            data = sitk.GetArrayFromImage(itk_img).astype(np.int32)
+            
+            # 检查当前标签
+            unique_labels = np.unique(data)
+            print(f"Original labels: {unique_labels}")
+            
+            # 重新映射标签
+            remapped_data = remap_labels(data)
+            
+            # 检查重映射后的标签
+            new_unique_labels = np.unique(remapped_data)
+            print(f"Remapped labels: {new_unique_labels}")
+            
+            # 验证标签是否连续
+            expected_labels = list(range(len(new_unique_labels)))
+            if list(new_unique_labels) != expected_labels:
+                print(f"Warning: Labels are not consecutive: {new_unique_labels}")
+            else:
+                print("✓ Labels are consecutive")
+            
+            # 创建新的ITK图像
+            output_img = sitk.GetImageFromArray(remapped_data.astype(np.int32))
+            
+            # 复制空间信息
+            output_img.SetOrigin(itk_img.GetOrigin())
+            output_img.SetSpacing(itk_img.GetSpacing())
+            output_img.SetDirection(itk_img.GetDirection())
+            
+            # 保存文件
+            output_file = output_path / mha_file.name
+            sitk.WriteImage(output_img, str(output_file))
+            
+            processed_count += 1
+            print(f"✓ Successfully processed {mha_file.name}")
+            
+        except Exception as e:
+            print(f"✗ Error processing {mha_file.name}: {e}")
+    
+    print(f"\n=== Processing Summary ===")
+    print(f"Successfully processed: {processed_count}/{len(mha_files)} files")
+
+def main():
+    if not Path(INPUT_PATH).exists():
+        print(f"Error: Input path does not exist: {INPUT_PATH}")
+        return
+    
+    print(f"Input path: {INPUT_PATH}")
+    print(f"Output path: {OUTPUT_PATH}")
+    print(f"Label mapping: 0→0, 1→1, ..., 7→7, 11→8, 12→9, 13→10")
+    
+    process_mha_files(INPUT_PATH, OUTPUT_PATH)
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
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diff --git a/Data/test_image_cases/rename.py b/Data/test_image_cases/rename.py
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index 0000000000000000000000000000000000000000..7fdac56c5cff07e51f777b546031294539caad51
--- /dev/null
+++ b/Data/test_image_cases/rename.py
@@ -0,0 +1,50 @@
+import os
+from pathlib import Path
+
+def rename_mha_files(path_a):
+    """
+    将mha文件从 "070.mha" 格式重命名为 "pelvic_070_0000.mha" 格式
+    """
+    path_a = Path(path_a)
+    
+    if not path_a.exists():
+        print(f"错误: 路径不存在 - {path_a}")
+        return
+    
+    # 获取所有mha文件
+    mha_files = list(path_a.glob("*.mha"))
+    
+    if not mha_files:
+        print(f"在路径 {path_a} 中没有找到mha文件")
+        return
+    
+    print(f"找到 {len(mha_files)} 个mha文件")
+    
+    success_count = 0
+    
+    for file_path in mha_files:
+        filename = file_path.name
+        
+        # 提取数字部分（假设文件名就是数字.mha格式）
+        if filename.endswith('.mha'):
+            number = filename[:-4]  # 去掉.mha后缀
+            
+            # 构造新文件名
+            new_filename = f"pelvic_{number}_0000.mha"
+            new_filepath = file_path.parent / new_filename
+            
+            # 重命名文件
+            try:
+                file_path.rename(new_filepath)
+                print(f"✅ {filename} -> {new_filename}")
+                success_count += 1
+            except Exception as e:
+                print(f"❌ 重命名失败: {filename} - {str(e)}")
+    
+    print(f"\n重命名完成! 成功处理 {success_count}/{len(mha_files)} 个文件")
+
+if __name__ == "__main__":
+    # 修改为你的实际路径
+    PATH_A = "/research/phd_y3/pelvic_project/Data/test_image_cases"
+    
+    rename_mha_files(PATH_A)
\ No newline at end of file