居中计算, 边角的分类

README.MD

@@ -6,3 +6,8 @@ python run.py
 ### 模拟接口
 
 使用 /api/card_inference/mock_query
+
+
+磨损: 1: 'wear', 2: 'wear_and_impact', 5: 'wear_and_stain',
+
+缺失: 3: 'impact', 4: 'damaged', 

Test/test01.py

@@ -1,19 +1,28 @@
-from multiprocessing import Process, Queue
+import cv2
+import matplotlib.pyplot as plt
 
-q = Queue()
+img = cv2.imread(r"C:\Code\ML\Project\CheckCardBoxAndDefectServer\_temp_work\temp_area_result.jpg")
 
+x1_min = 251
+y1_min = 273
+x1_max = 2636
+y1_max = 3662
 
-def f(q_main, a):
-    q_main.put(a)
-    print(a)
+x2_min = 146
+y2_min = 177
+x2_max = 2735
+y2_max = 3767
 
+img = cv2.line(img, pt1=(x1_min, y1_min), pt2=(x1_min, y1_max), color=(0, 0, 255), thickness=4)
+img = cv2.line(img, pt1=(x1_min, y1_min), pt2=(x1_max, y1_min), color=(0, 0, 255), thickness=4)
+img = cv2.line(img, pt1=(x1_max, y1_max), pt2=(x1_min, y1_max), color=(0, 0, 255), thickness=4)
+img = cv2.line(img, pt1=(x1_max, y1_max), pt2=(x1_max, y1_min), color=(0, 0, 255), thickness=4)
 
-if __name__ == '__main__':
+img = cv2.line(img, pt1=(x2_min, y2_min), pt2=(x2_min, y2_max), color=(0, 200, 255), thickness=4)
+img = cv2.line(img, pt1=(x2_min, y2_min), pt2=(x2_max, y2_min), color=(0, 200, 255), thickness=4)
+img = cv2.line(img, pt1=(x2_max, y2_max), pt2=(x2_min, y2_max), color=(0, 200, 255), thickness=4)
+img = cv2.line(img, pt1=(x2_max, y2_max), pt2=(x2_max, y2_min), color=(0, 200, 255), thickness=4)
 
-    p = Process(target=f, args=(q, 1,))
-    p.start()
 
-    val = q.get(True)
-    print(val)
-
-    p.join()
+plt.imshow(img)
+plt.show()

Test/区分角和边.py

@@ -0,0 +1,38 @@
+import json
+from app.utils.ClassifyEdgeCorner import ClassifyEdgeCorner
+
+
+def load_json_data(json_file):
+    """辅助函数，从JSON文件加载点"""
+    with open(json_file, 'r') as f:
+        data = json.load(f)
+    return data
+
+# --- 全局配置 ---
+# 像素分辨率 (来自你的问题描述)
+PIXEL_RESOLUTION_UM = 24.54  # 单位: μm/pixel
+# 角区的定义尺寸
+CORNER_SIZE_MM = 3.0
+
+
+
+
+if __name__ == '__main__':
+    # --- 文件路径配置 ---
+    DEFECT_JSON_PATH = r"..\_temp_work\pokemon_front_corner_no_reflect_defect-area_result.json"
+    OUTER_BOX_JSON_PATH = '../temp/outer/250805_pokemon_0001.json'  # 包含外框坐标的文件
+    OUTPUT_JSON_PATH = 'classified_defects_result.json'
+
+    # 加载数据
+    defect_data = load_json_data(DEFECT_JSON_PATH)
+    outer_box_data = load_json_data(OUTER_BOX_JSON_PATH)
+
+    classifier = ClassifyEdgeCorner(PIXEL_RESOLUTION_UM, CORNER_SIZE_MM)
+    classified_data = classifier.classify_defects_location(defect_data, outer_box_data)
+    print(classified_data)
+
+        # if classified_data:
+        #     # 保存结果到新文件
+        #     with open(OUTPUT_JSON_PATH, 'w', encoding='utf-8') as f:
+        #         json.dump(classified_data, f, indent=2, ensure_ascii=False)
+        #     print(f"\n成功！分类后的结果已保存到: {OUTPUT_JSON_PATH}")

Test/计算居中.py

@@ -0,0 +1,42 @@
+import dataclasses
+import cv2
+import numpy as np
+import json
+from app.utils.AnalyzeCenter import analyze_centering_rotated, draw_rotated_bounding_boxes
+
+
+
+if __name__ == "__main__":
+    img_path = r"C:\Code\ML\Project\CheckCardBoxAndDefectServer\temp\250805_pokemon_0001.jpg"
+    inner_file_path = r"C:\Code\ML\Project\CheckCardBoxAndDefectServer\temp\inner\250805_pokemon_0001.json"
+    outer_file_path = r"C:\Code\ML\Project\CheckCardBoxAndDefectServer\temp\outer\250805_pokemon_0001.json"
+
+    # center_result = analyze_centering_rotated(inner_file_path, outer_file_path)
+    # draw_rotated_bounding_boxes(img_path, inner_file_path, outer_file_path)
+
+    with open(inner_file_path, "r", encoding="utf-8") as f:
+        inner_data = json.load(f)
+    with open(outer_file_path, "r", encoding="utf-8") as f:
+        outer_data = json.load(f)
+
+    inner_points = inner_data['shapes'][0]['points']
+    outer_points = outer_data['shapes'][0]['points']
+    center_result = analyze_centering_rotated(inner_points, outer_points)
+
+
+    data = {
+        "img_id": 2,
+        "img_url": "",
+        "inference_result": {
+            "center_inference": {
+                "angel_diff": center_result[2],
+                "center_left": center_result[0][0],
+                "center_right": center_result[0][1],
+                "center_top": center_result[1][0],
+                "center_bottom": center_result[1][1]
+            }
+        }
+    }
+    data['inference_result']['inner_box'] = inner_data
+    data['inference_result']['outer_box'] = outer_data
+    print(data)

_temp_work/mock_result.json

@@ -1,16069 +0,0 @@
-{
-  "img_id": 2,
-  "img_url": "https://archives.bulbagarden.net/media/upload/5/50/WhimsicottUnifiedMinds144.jpg",
-  "inference_result": {
-    "center_inference": {
-      "center_left": -0.1,
-      "center_bottom": 0.2,
-      "inner_box": {
-        "num": 1,
-        "cls": [
-          1
-        ],
-        "names": [
-          "inner_box"
-        ],
-        "conf": 0.9992023077374594,
-        "shapes": [
-          {
-            "class_num": 1,
-            "label": "inner_box",
-            "probability": 0.9992023077374594,
-            "points": [
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-                273
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-                276
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-        "num": 1,
-        "cls": [
-          1
-        ],
-        "names": [
-          "outer_box"
-        ],
-        "conf": 0.9991123044908166,
-        "shapes": [
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-            "label": "outer_box",
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-              2597,
-              1756
-            ],
-            [
-              2596,
-              1755
-            ]
-          ],
-          "min_rect": [
-            [
-              2596.2060546875,
-              1758.32373046875
-            ],
-            [
-              7.033533096313477,
-              10.914102554321289
-            ],
-            75.96376037597656
-          ]
-        },
-        {
-          "label": "pit",
-          "pixel_area": 99.0,
-          "actual_area": 0.059618948399999996,
-          "width": 0.2221983101463318,
-          "height": 0.4839661346054077,
-          "points": [
-            [
-              316,
-              1520
-            ],
-            [
-              316,
-              1523
-            ],
-            [
-              315,
-              1524
-            ],
-            [
-              315,
-              1528
-            ],
-            [
-              316,
-              1529
-            ],
-            [
-              316,
-              1536
-            ],
-            [
-              317,
-              1536
-            ],
-            [
-              319,
-              1538
-            ],
-            [
-              320,
-              1538
-            ],
-            [
-              321,
-              1539
-            ],
-            [
-              323,
-              1539
-            ],
-            [
-              324,
-              1538
-            ],
-            [
-              324,
-              1537
-            ],
-            [
-              325,
-              1536
-            ],
-            [
-              325,
-              1535
-            ],
-            [
-              324,
-              1534
-            ],
-            [
-              324,
-              1531
-            ],
-            [
-              323,
-              1530
-            ],
-            [
-              323,
-              1528
-            ],
-            [
-              322,
-              1528
-            ],
-            [
-              321,
-              1527
-            ],
-            [
-              320,
-              1527
-            ],
-            [
-              318,
-              1525
-            ],
-            [
-              318,
-              1524
-            ],
-            [
-              316,
-              1522
-            ]
-          ],
-          "min_rect": [
-            [
-              319.7461853027344,
-              1529.46923828125
-            ],
-            [
-              19.721521377563477,
-              9.054535865783691
-            ],
-            82.87498474121094
-          ]
-        }
-      ],
-      "statistics": {
-        "total_defect_count": 84,
-        "total_pixel_area": 12117.0,
-        "total_defect_area_mm2": 7.296997957199994,
-        "area_by_label_mm2": {
-          "scratch": 7.160295923999994,
-          "pit": 0.1367020332
-        },
-        "count_by_label": {
-          "scratch": 81,
-          "pit": 3
-        }
-      }
-    }
-  }
-}

app/api/card_inference.py

@@ -8,9 +8,6 @@ from app.services.defect_service import DefectInferenceService, defect_service
 from app.core.logger import logger
 import json
 
-
-
-
 router = APIRouter()
 
 model_names = list(settings.CARD_MODELS_CONFIG.keys())
@@ -18,6 +15,7 @@ defect_names = list(settings.DEFECT_TYPE.keys())
 InferenceType = Enum("InferenceType", {name: name for name in model_names})
 DefectType = Enum("InferenceType", {name: name for name in defect_names})
 
+
 @router.post("/model_inference", description="内外框类型输入大图, 其他输入小图")
 async def card_model_inference(
         inference_type: InferenceType,
@@ -78,5 +76,3 @@ async def mock_query(img_id: int):
         json_data = json.load(f)
 
     return json_data
-
-

app/core/config.py

@@ -18,6 +18,7 @@ class Settings:
 
     TEMP_WORK_DIR = BASE_PATH / "_temp_work"
 
+    # 图片像素与真实图片缩放比例
     pixel_resolution = 24.54
 
     # 使用一个字典来管理所有卡片检测模型

app/services/defect_service.py

@@ -3,10 +3,11 @@ import numpy as np
 from ..core.model_loader import get_predictor
 from app.utils.CardDefectAggregator import CardDefectAggregator
 from app.utils.arean_anylize_draw import DefectProcessor, DrawingParams
+from app.utils.AnalyzeCenter import analyze_centering_rotated
+from app.utils.json_data_formate import formate_center_data
 from app.core.config import settings
 from app.core.logger import logger
 import json
-from typing import Tuple
 
 
 class DefectInferenceService:
@@ -22,18 +23,22 @@ class DefectInferenceService:
         Returns:
             一个包含推理结果的字典。
         """
-        if inference_type == "pokemon_front_face_no_reflect_defect":
-            # 1. 获取对应的预测器实例
-            predictor = get_predictor(inference_type)
+        # 2. 将字节流解码为OpenCV图像
+        # 将字节数据转换为numpy数组
+        np_arr = np.frombuffer(image_bytes, np.uint8)
+        # 从numpy数组中解码图像
+        img_bgr = cv2.imdecode(np_arr, cv2.IMREAD_COLOR)
 
-            # 2. 将字节流解码为OpenCV图像
-            # 将字节数据转换为numpy数组
-            np_arr = np.frombuffer(image_bytes, np.uint8)
-            # 从numpy数组中解码图像
-            img_bgr = cv2.imdecode(np_arr, cv2.IMREAD_COLOR)
+        if img_bgr is None:
+            logger.error("无法解码图像，请确保上传的是有效的图片格式 (JPG, PNG, etc.)")
+            return {}
 
-            if img_bgr is None:
-                raise ValueError("无法解码图像，请确保上传的是有效的图片格式 (JPG, PNG, etc.)")
+        # 面
+        if (inference_type == "pokemon_front_face_no_reflect_defect"
+                or inference_type == "pokemon_front_face_reflect_defect"
+                or inference_type == "pokemon_back_face_defect"):
+            # 1. 获取对应的预测器实例
+            predictor = get_predictor(inference_type)
 
             # 3. 调用我们新加的 predict_from_image 方法进行推理
             # result = predictor.predict_from_image(img_bgr)
@@ -49,28 +54,92 @@ class DefectInferenceService:
                 image=img_bgr,
                 mode='face'
             )
-            merge_json_path = settings.TEMP_WORK_DIR / 'merge.json'
-            with open(merge_json_path, 'w', encoding='utf-8') as f:
-                json.dump(json_data, f, ensure_ascii=False, indent=4)
-            logger.info(f"合并结束")
+            # merge_json_path = settings.TEMP_WORK_DIR / f'{inference_type}-merge.json'
+            # with open(merge_json_path, 'w', encoding='utf-8') as f:
+            #     json.dump(json_data, f, ensure_ascii=False, indent=4)
+            # logger.info(f"合并结束")
 
             processor = DefectProcessor(pixel_resolution=settings.pixel_resolution)
+            area_json_path = settings.TEMP_WORK_DIR / f'{inference_type}-area_result.json'
             if is_draw_image:
                 drawing_params_with_rect = DrawingParams(draw_min_rect=True)
-                drawn_image_rect, result_rect = processor.analyze_and_draw(img_bgr, json_data,
-                                                                           drawing_params_with_rect)
-                temp_img_path = settings.TEMP_WORK_DIR / 'temp_area_result.jpg'
-                cv2.imwrite(temp_img_path, drawn_image_rect)
+                drawn_image, area_json = processor.analyze_and_draw(img_bgr, json_data,
+                                                                    drawing_params_with_rect)
+                temp_img_path = settings.TEMP_WORK_DIR / f'{inference_type}-area_result.jpg'
+                cv2.imwrite(temp_img_path, drawn_image)
+            else:
+                area_json = processor.analyze_from_json(json_data)
+
+            with open(area_json_path, 'w', encoding='utf-8') as f:
+                json.dump(area_json, f, ensure_ascii=False, indent=4)
+            logger.info("面积计算结束")
+
+            return area_json
+
+        # 边角
+        elif (inference_type == "pokemon_front_corner_no_reflect_defect"
+              or inference_type == "pokemon_front_corner_reflect_defect"
+              or inference_type == "pokemon_back_corner_defect"):
+            predictor = get_predictor(inference_type)
+
+            aggregator = CardDefectAggregator(
+                predictor=predictor,
+                tile_size=512,
+                overlap_ratio=0.1,  # 10% 重叠
+            )
 
-                return result_rect
+            json_data = aggregator.process_image(
+                image=img_bgr,
+                mode='edge'
+            )
+
+            # merge_json_path = settings.TEMP_WORK_DIR / f'{inference_type}-merge.json'
+            # with open(merge_json_path, 'w', encoding='utf-8') as f:
+            #     json.dump(json_data, f, ensure_ascii=False, indent=4)
+            # logger.info(f"合并结束")
+
+            processor = DefectProcessor(pixel_resolution=settings.pixel_resolution)
+            area_json_path = settings.TEMP_WORK_DIR / f'{inference_type}-area_result.json'
+            if is_draw_image:
+                drawing_params_with_rect = DrawingParams(draw_min_rect=True)
+                drawn_image, area_json = processor.analyze_and_draw(img_bgr, json_data,
+                                                                    drawing_params_with_rect)
+                temp_img_path = settings.TEMP_WORK_DIR / f'{inference_type}-area_result.jpg'
+                cv2.imwrite(temp_img_path, drawn_image)
             else:
-                result = processor.analyze_from_json(json_data)
+                area_json = processor.analyze_from_json(json_data)
+
+            with open(area_json_path, 'w', encoding='utf-8') as f:
+                json.dump(area_json, f, ensure_ascii=False, indent=4)
+            logger.info("面积计算结束")
+
+            return area_json
+
+        elif inference_type == "pokemon_card_center":
+            predictor_inner = get_predictor(settings.DEFECT_TYPE[inference_type]['inner_box'])
+            predictor_outer = get_predictor(settings.DEFECT_TYPE[inference_type]['outer_box'])
+
+            inner_result = predictor_inner.predict_from_image(img_bgr)
+            outer_result = predictor_outer.predict_from_image(img_bgr)
+
+            # temp_inner_json_path = settings.TEMP_WORK_DIR / f'{inference_type}-inner_result.json'
+            # temp_outer_json_path = settings.TEMP_WORK_DIR / f'{inference_type}-outer_result.json'
+            # with open(temp_inner_json_path, 'w', encoding='utf-8') as f:
+            #     json.dump(inner_result, f, ensure_ascii=False, indent=4)
+            # with open(temp_outer_json_path, 'w', encoding='utf-8') as f:
+            #     json.dump(outer_result, f, ensure_ascii=False, indent=4)
+
+            inner_points = inner_result['shapes'][0]['points']
+            outer_points = outer_result['shapes'][0]['points']
+            center_result = analyze_centering_rotated(inner_points, outer_points)
+            logger.info("格式化居中数据")
+            center_result = formate_center_data(center_result, inner_result, outer_result)
+
+            temp_center_json_path = settings.TEMP_WORK_DIR / f'{inference_type}-center_result.json'
+            with open(temp_center_json_path, 'w', encoding='utf-8') as f:
+                json.dump(center_result, f, ensure_ascii=False, indent=2)
+            return center_result
 
-                area_json_path = settings.TEMP_WORK_DIR / 'temp_area_result.json'
-                with open(area_json_path, 'w', encoding='utf-8') as f:
-                    json.dump(result, f, ensure_ascii=False, indent=4)
-                logger.info("面积计算结束")
-                return result
         else:
             return {}
 

app/utils/AnalyzeCenter.py

@@ -0,0 +1,197 @@
+import cv2
+import numpy as np
+import json
+import matplotlib.pyplot as plt
+import math
+from typing import Union, List
+
+
+def get_points_from_file(json_file):
+    """辅助函数，从JSON文件加载点"""
+    with open(json_file, 'r') as f:
+        data = json.load(f)
+    return data['shapes'][0]['points']
+
+
+def draw_rotated_bounding_boxes(image_path, inner_box_file, outer_box_file, output_path=None):
+    """
+    在图片上绘制内框和外框的旋转矩形。
+
+    Args:
+        image_path (str): 原始图片的文件路径。
+        inner_box_file (str): 包含内框坐标的JSON文件路径。
+        outer_box_file (str): 包含外框坐标的JSON文件路径。
+        output_path (str, optional): 如果提供，结果图片将被保存到此路径。
+                                     默认为None，不保存。
+    """
+    # 1. 读取图片
+    image = cv2.imread(image_path)
+    if image is None:
+        print(f"错误: 无法读取图片 -> {image_path}")
+        return
+
+    print(f"成功加载图片: {image_path}")
+
+    # 2. 读取坐标点
+    inner_points = get_points_from_file(inner_box_file)
+    outer_points = get_points_from_file(outer_box_file)
+
+    if inner_points is None or outer_points is None:
+        print("因无法加载坐标点，程序终止。")
+        return
+
+    # 定义颜色 (BGR格式)
+    OUTER_BOX_COLOR = (0, 255, 0)  # 绿色
+    INNER_BOX_COLOR = (0, 0, 255)  # 红色
+    THICKNESS = 10  # 可以根据你的图片分辨率调整线宽
+
+    # 3. 处理并绘制外框
+    # 将点列表转换为OpenCV需要的NumPy数组
+    outer_contour = np.array(outer_points, dtype=np.int32)
+    # 计算最小面积旋转矩形
+    outer_rect = cv2.minAreaRect(outer_contour)
+    # 获取矩形的4个角点
+    outer_box_corners = cv2.boxPoints(outer_rect)
+    # 转换为整数，以便绘制
+    outer_box_corners_int = np.intp(outer_box_corners)
+    # 在图片上绘制轮廓
+    cv2.drawContours(image, [outer_box_corners_int], 0, OUTER_BOX_COLOR, THICKNESS)
+    print("已绘制外框 (绿色)。")
+
+    # 4. 处理并绘制内框
+    inner_contour = np.array(inner_points, dtype=np.int32)
+    inner_rect = cv2.minAreaRect(inner_contour)
+    inner_box_corners = cv2.boxPoints(inner_rect)
+    inner_box_corners_int = np.intp(inner_box_corners)
+    cv2.drawContours(image, [inner_box_corners_int], 0, INNER_BOX_COLOR, THICKNESS)
+    print("已绘制内框 (红色)。")
+
+    # 5. 保存结果 (如果指定了路径)
+    if output_path:
+        cv2.imwrite(output_path, image)
+        print(f"结果已保存到: {output_path}")
+
+    # 6. 显示结果
+    # OpenCV使用BGR，Matplotlib使用RGB，需要转换颜色通道
+    image_rgb = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
+
+    # 使用Matplotlib显示，因为它在各种环境中（如Jupyter）表现更好
+    plt.figure(figsize=(10, 15))  # 调整显示窗口大小
+    plt.imshow(image_rgb)
+    plt.title('旋转框可视化 (外框: 绿色, 内框: 红色)')
+    plt.axis('off')  # 不显示坐标轴
+    plt.show()
+
+
+def analyze_centering_rotated(inner_points: Union[str, List], outer_points: Union[str, List], ):
+    """
+        使用旋转矩形进行最精确的分析, 包括定向边距和精确的浮点数比值。
+    """
+    if isinstance(inner_points, str):
+        inner_points = get_points_from_file(inner_points)
+    if isinstance(outer_points, str):
+        outer_points = get_points_from_file(outer_points)
+
+    # 将点列表转换为OpenCV需要的NumPy数组格式
+    inner_contour = np.array(inner_points, dtype=np.int32)
+    outer_contour = np.array(outer_points, dtype=np.int32)
+
+    # 计算最小面积的旋转矩形
+    # 结果格式: ((中心点x, 中心点y), (宽度, 高度), 旋转角度)
+    inner_rect = cv2.minAreaRect(inner_contour)
+    outer_rect = cv2.minAreaRect(outer_contour)
+
+    # --- 1. 标准化矩形尺寸，确保宽度总是长边 ---
+    def standardize_rect(rect):
+        (cx, cy), (w, h), angle = rect
+        if w < h:
+            # 如果宽度小于高度，交换它们，并调整角度
+            w, h = h, w
+            angle += 90
+        return (cx, cy), (w, h), angle
+
+    inner_center, inner_dims, inner_angle = standardize_rect(inner_rect)
+    outer_center, outer_dims, outer_angle = standardize_rect(outer_rect)
+
+    print("\n--- 基于旋转矩形的精确分析 ---")
+    print(
+        f"内框 (标准化后): 中心=({inner_center[0]:.1f}, {inner_center[1]:.1f}), 尺寸=({inner_dims[0]:.1f}, {inner_dims[1]:.1f}), 角度={inner_angle:.1f}°")
+    print(
+        f"外框 (标准化后): 中心=({outer_center[0]:.1f}, {outer_center[1]:.1f}), 尺寸=({outer_dims[0]:.1f}, {outer_dims[1]:.1f}), 角度={outer_angle:.1f}°")
+
+    # --- 2. 评估居中度 (基于中心点) ---
+    offset_x_abs = abs(inner_center[0] - outer_center[0])
+    offset_y_abs = abs(inner_center[1] - outer_center[1])
+    print(f"\n[居中度] 图像坐标系绝对中心偏移: 水平={offset_x_abs:.2f} px | 垂直={offset_y_abs:.2f} px")
+
+    # --- 3. 评估平行度 ---
+    angle_diff = abs(inner_angle - outer_angle)
+    # 处理角度环绕问题 (例如 -89° 和 89° 其实只差 2°)
+    angle_diff = min(angle_diff, 180 - angle_diff)
+    print(f"[平行度] 角度差异: {angle_diff:.2f}° (值越小，内外框越平行)")
+
+    # --- 4. 计算定向边距和比值 (核心部分) ---
+    # 计算从外框中心指向内框中心的向量
+    center_delta_vec = (inner_center[0] - outer_center[0], inner_center[1] - outer_center[1])
+
+    # 将外框的旋转角度转换为弧度，用于三角函数计算
+    angle_rad = math.radians(outer_angle)
+
+    # 计算外框自身的坐标轴单位向量（相对于图像坐标系）
+    # local_x_axis: 沿着外框宽度的方向向量
+    # local_y_axis: 沿着外框高度的方向向量
+    local_x_axis = (math.cos(angle_rad), math.sin(angle_rad))
+    local_y_axis = (-math.sin(angle_rad), math.cos(angle_rad))
+
+    # 使用点积 (dot product) 将中心偏移向量投影到外框的局部坐标轴上
+    # 这能告诉我们，内框中心相对于外框中心，在“卡片自己的水平和垂直方向上”移动了多少
+    offset_along_width = center_delta_vec[0] * local_x_axis[0] + center_delta_vec[1] * local_x_axis[1]
+    offset_along_height = center_delta_vec[0] * local_y_axis[0] + center_delta_vec[1] * local_y_axis[1]
+
+    # 计算水平和垂直方向上的总边距
+    total_horizontal_margin = outer_dims[0] - inner_dims[0]
+    total_vertical_margin = outer_dims[1] - inner_dims[1]
+
+    # 根据投影的偏移量来分配总边距
+    # 理想情况下，偏移为0，左右/上下边距各分一半
+    # 如果有偏移，一侧增加，另一侧减少
+    margin_left = (total_horizontal_margin / 2) - offset_along_width
+    margin_right = (total_horizontal_margin / 2) + offset_along_width
+    margin_top = (total_vertical_margin / 2) - offset_along_height
+    margin_bottom = (total_vertical_margin / 2) + offset_along_height
+
+    # print("\n[定向边距分析 (沿卡片方向)]")
+    # print(f"水平边距 (像素): 左={margin_left:.1f} | 右={margin_right:.1f}")
+    # print(f"垂直边距 (像素): 上={margin_top:.1f} | 下={margin_bottom:.1f}")
+    #
+    # print("\n[精确边距比值分析]")
+    # # 直接展示浮点数比值
+    # print(f"水平比值 (左:右) = {margin_left:.2f} : {margin_right:.2f}")
+    # print(f"垂直比值 (上:下) = {margin_top:.2f} : {margin_bottom:.2f}")
+
+    # 为了更直观，也可以计算一个百分比
+    if total_horizontal_margin > 0:
+        left_percent = (margin_left / total_horizontal_margin) * 100
+        right_percent = (margin_right / total_horizontal_margin) * 100
+        print(f"水平边距分布: 左 {left_percent:.1f}% | 右 {right_percent:.1f}%")
+
+    if total_vertical_margin > 0:
+        top_percent = (margin_top / total_vertical_margin) * 100
+        bottom_percent = (margin_bottom / total_vertical_margin) * 100
+        print(f"垂直边距分布: 上 {top_percent:.1f}% | 下 {bottom_percent:.1f}%")
+
+    return ((left_percent, right_percent),
+            (top_percent, bottom_percent),
+            angle_diff)
+
+# if __name__ == "__main__":
+#     img_path = r"C:\Code\ML\Project\CheckCardBoxAndDefectServer\temp\250805_pokemon_0001.jpg"
+#     inner_file_path = r"C:\Code\ML\Project\CheckCardBoxAndDefectServer\temp\inner\250805_pokemon_0001.json"
+#     outer_file_path = r"C:\Code\ML\Project\CheckCardBoxAndDefectServer\temp\outer\250805_pokemon_0001.json"
+#
+#     inner_pts = get_points_from_file(inner_file_path)
+#     print(inner_pts)
+#     print(type(inner_pts))
+# result = analyze_centering_rotated(inner_file_path, outer_file_path)
+# print(result)
+# draw_rotated_bounding_boxes(img_path, inner_file_path, outer_file_path)

app/utils/CardDefectAggregator.py

@@ -2,7 +2,7 @@ import os
 import cv2
 import json
 import numpy as np
-from typing import Dict, List, Tuple, Any
+from typing import Dict, List, Tuple, Any, Union
 from shapely.geometry import Polygon, MultiPolygon
 import shutil
 
@@ -237,7 +237,7 @@ class CardDefectAggregator:
         log_print("成功", f"蒙版合并完成，最终得到 {len(final_merged_defects)} 个独立缺陷。")
         return final_merged_defects
 
-    def process_image(self, image: str|np.ndarray, output_json_path: str=None, mode: str = 'face'):
+    def process_image(self, image: Union[str, np.ndarray], output_json_path: str = None, mode: str = 'face'):
         """
         处理单张大图的完整流程：分块、预测、蒙版合并、保存结果。
 

app/utils/ClassifyEdgeCorner.py

@@ -0,0 +1,124 @@
+import json
+import cv2
+import numpy as np
+import math
+
+
+class ClassifyEdgeCorner:
+    def __init__(self, PIXEL_RESOLUTION_UM: float, PIXEL_CENTER_UM: float):
+        self.PIXEL_RESOLUTION_UM = PIXEL_RESOLUTION_UM  # 单位: μm/pixel
+        # 角区的定义尺寸
+        self.CORNER_SIZE_MM = PIXEL_CENTER_UM
+
+    def get_outer_box_corners(self, outer_box_data):
+        """从外框数据中计算并返回精确的四个角点坐标。"""
+        if not outer_box_data or 'shapes' not in outer_box_data or not outer_box_data['shapes']:
+            raise ValueError("无效的外框数据格式。")
+
+        points = outer_box_data['shapes'][0]['points']
+        contour = np.array(points, dtype=np.int32)
+
+        # 计算最小面积旋转矩形
+        rotated_rect = cv2.minAreaRect(contour)
+
+        # 获取矩形的4个角点
+        # boxPoints返回的角点顺序是可预测的，通常是顺时针或逆时针
+        box_corners = cv2.boxPoints(rotated_rect)
+        return box_corners
+
+    def create_corner_regions(self, outer_box_corners, corner_size_px):
+        """
+        根据外框的角点和指定的尺寸（像素），创建四个角区的多边形。
+
+        Args:
+            outer_box_corners (np.array): 外框的4个角点坐标。
+            corner_size_px (float): 角区尺寸（像素单位）。
+
+        Returns:
+            list: 包含四个角区（每个角区都是一个4x2的np.array）的列表。
+        """
+        corner_regions = []
+        num_corners = len(outer_box_corners)
+
+        for i in range(num_corners):
+            # 获取当前角点 p_i 和它的两个相邻角点 p_{i-1} 和 p_{i+1}
+            p_current = outer_box_corners[i]
+            p_prev = outer_box_corners[(i - 1 + num_corners) % num_corners]
+            p_next = outer_box_corners[(i + 1) % num_corners]
+
+            # 计算从当前角点指向相邻角点的向量
+            vec1 = p_prev - p_current
+            vec2 = p_next - p_current
+
+            # 将向量归一化为单位向量
+            unit_vec1 = vec1 / np.linalg.norm(vec1)
+            unit_vec2 = vec2 / np.linalg.norm(vec2)
+
+            # 计算角区正方形的四个顶点
+            # q0: 当前角点
+            # q1: 沿一个边移动指定距离
+            # q2: 沿另一个边移动指定距离
+            # q3: 两个向量相加得到的内部点
+            q0 = p_current
+            q1 = p_current + corner_size_px * unit_vec1
+            q2 = p_current + corner_size_px * unit_vec2
+            q3 = q1 + corner_size_px * unit_vec2
+
+            # 将角区作为一个多边形（轮廓）添加到列表中
+            corner_poly = np.array([q0, q1, q3, q2], dtype=np.float32)
+            corner_regions.append(corner_poly)
+
+        return corner_regions
+
+    def classify_defects_location(self, defect_data, outer_box_data):
+        """
+        主函数，对缺陷数据进行分类并添加 "defect_type" 标签。
+        """
+        if not defect_data or 'defects' not in defect_data:
+            print("警告: 缺陷数据为空或格式不正确，跳过处理。")
+            return defect_data
+
+        # 1. 单位转换
+        pixel_to_mm = self.PIXEL_RESOLUTION_UM / 1000.0
+        corner_size_px = self.CORNER_SIZE_MM / pixel_to_mm
+        print(f"3mm角区尺寸已转换为 {corner_size_px:.2f} 像素。")
+
+        # 2. 获取外框几何信息
+        try:
+            outer_box_corners = self.get_outer_box_corners(outer_box_data)
+        except ValueError as e:
+            print(f"错误: {e}")
+            return None
+
+        # 3. 定义四个角区
+        corner_regions = self.create_corner_regions(outer_box_corners, corner_size_px)
+        print(f"已成功定义 {len(corner_regions)} 个角区。")
+
+        # 4. 遍历并分类所有缺陷
+        processed_count = 0
+        for defect in defect_data['defects']:
+            # 使用JSON中预先计算好的min_rect中心点，更高效
+            if 'min_rect' not in defect or not defect['min_rect']:
+                print(f"警告: 缺陷 '{defect.get('label')}' 缺少 'min_rect' 信息，跳过。")
+                continue
+
+            center_point = tuple(defect['min_rect'][0])
+            is_in_corner = False
+
+            # 5. 判断缺陷中心点是否在任何一个角区内
+            for region in corner_regions:
+                # pointPolygonTest 返回值: >0 (内部), 0 (边上), <0 (外部)
+                if cv2.pointPolygonTest(region, center_point, False) >= 0:
+                    is_in_corner = True
+                    break
+
+            # 6. 添加新标签
+            if is_in_corner:
+                defect['defect_type'] = 'corner'
+            else:
+                defect['defect_type'] = 'edge'
+
+            processed_count += 1
+
+        print(f"处理完成！共为 {processed_count} 个缺陷添加了 'defect_type' 标签。")
+        return defect_data

app/utils/ScoreCalculate.py

@@ -0,0 +1,5 @@
+
+class ScoreCalculate:
+    def __init__(self, card_data_type:str):
+        # face, corner, edge, center
+        self.card_data_type = card_data_type

app/utils/arean_anylize_draw.py

@@ -4,9 +4,10 @@ import cv2
 import numpy as np
 import random
 from dataclasses import dataclass, field
-from typing import Dict, List, Optional, Any, Tuple
+from typing import Dict, List, Optional, Any, Tuple, Union
 from collections import defaultdict
 
+
 def fry_algo_print(level_str: str, info_str: str):
     print(f"[{level_str}] : {info_str}")
 
@@ -64,6 +65,7 @@ def to_json_serializable(obj):
     except TypeError:
         return str(obj)
 
+
 @dataclass
 class DefectInfo:
     """单个缺陷的详细信息"""
@@ -201,7 +203,7 @@ class DefectProcessor:
         return pixel_area, actual_area, width, height, min_rect
 
     def analyze_from_json(self, json_data: Dict[str, Any],
-                          is_return_obj = False) -> dict|AnalysisResult:
+                          is_return_obj=False) -> Union[dict, AnalysisResult]:
         """
         [需求 1] 仅根据JSON数据计算缺陷面积并统计，返回包含详细信息的JSON友好对象。
 

app/utils/json_data_formate.py

@@ -0,0 +1,19 @@
+def formate_center_data(center_result, inner_data: dict, outer_data: dict):
+    data = {
+        "inference_result": {
+            "center_inference": {
+                "angel_diff": center_result[2],
+                "center_left": center_result[0][0],
+                "center_right": center_result[0][1],
+                "center_top": center_result[1][0],
+                "center_bottom": center_result[1][1]
+            }
+        }
+    }
+    data['inference_result']['inner_box'] = inner_data
+    data['inference_result']['outer_box'] = outer_data
+    return data
+
+
+def formate_face_data():
+    pass

run.py

@@ -3,4 +3,3 @@ import uvicorn
 if __name__ == "__main__":
     print("http://127.0.0.1:7744/docs")
     uvicorn.run("app.main:app", host="0.0.0.0", port=7744, reload=True)
-