128 lines
5.2 KiB
Python
128 lines
5.2 KiB
Python
import cv2
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from ultralytics import YOLO
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import numpy as np
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from PyQt5.QtWidgets import QApplication, QFileDialog, QListView, QTreeView, QAbstractItemView
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import os
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import shutil
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from collections import defaultdict
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from datetime import datetime
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class yolo_class():
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def __init__(self, yolo_path):
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self.yolo_path = yolo_path
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self.model = YOLO(yolo_path) # load a custom model
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def YoloDetect(self, imgs):
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results = self.model(imgs) # predict on an image
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return results
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def get_class_name(index):
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# 更新類型名稱對應表，包含 41 個類別
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class_names = {
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0: "HexTamperproof_1", 1: "HexTamperproof_2", 2: "HexTamperproof_3", 3: "HexTamperproof_4",
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4: "Hex_1", 5: "Hex_2", 6: "Hex_3", 7: "Opposite_1", 8: "Pentalope_1", 9: "Pentalope_2",
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10: "Phillips_1", 11: "Phillips_2", 12: "Phillips_3", 13: "Phillips_4", 14: "Phillips_5",
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15: "Slotted_1", 16: "Slotted_2", 17: "Slotted_3", 18: "Slotted_4", 19: "Slotted_5",
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20: "Slotted_6", 21: "Spanner_1", 22: "Spanner_2", 23: "Square_1", 24: "Square_2",
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25: "Standoff_1", 26: "TORXTamperproof_1", 27: "TORXTamperproof_2", 28: "TORXTamperproof_3",
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29: "TORXTamperproof_4", 30: "TORXTamperproof_5", 31: "TORXTamperproof_6", 32: "TORXTamperproof_7",
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33: "TORX_1", 34: "TORX_2", 35: "TriWing_1", 36: "TriWing_2", 37: "TriWing_3",
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38: "Triangle_1", 39: "Triangle_2", 40: "Vacancy_1"
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}
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return class_names.get(index, f"Unknown_{index}")
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def process_and_move_images(yolo, input_dir, error_base_dir):
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moved_count = defaultdict(int)
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expected_class = os.path.basename(input_dir)
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for filename in os.listdir(input_dir):
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if filename.lower().endswith(('.png', '.jpg', '.jpeg', '.bmp')):
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image_path = os.path.join(input_dir, filename)
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image = cv2.imread(image_path)
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results = yolo.YoloDetect(image)
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result_Max_Index = results[0].probs.top1 # 獲取分類編號
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confidence = results[0].probs.top1conf.item() # 獲取 top1 的置信度
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# 獲取類型名稱
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predicted_class = get_class_name(result_Max_Index)
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print(f"原始圖片: {image_path}")
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print(f"推論結果: {predicted_class}, 信心值: {confidence}")
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# 如果預測類別與期望類別不同且信心值高於 0.2，則移動圖片
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if predicted_class != expected_class and confidence > 0.4:
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# 創建以原資料夾名稱命名的子資料夾
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error_class_dir = os.path.join(error_base_dir, predicted_class, expected_class)
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if not os.path.exists(error_class_dir):
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os.makedirs(error_class_dir)
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new_image_path = os.path.join(error_class_dir, filename)
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shutil.move(image_path, new_image_path)
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print(f"移動圖片至: {new_image_path}")
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moved_count[predicted_class] += 1
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else:
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print("圖片未移動")
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print("---")
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total_moved = sum(moved_count.values())
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print(f"總共移動了 {total_moved} 張圖片")
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print("各類型移動數量：")
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for class_name, count in moved_count.items():
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print(f"{class_name}: {count} 張")
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return moved_count
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def write_log(input_dir, moved_count):
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current_time = datetime.now().strftime("%Y%m%d_%H%M%S")
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log_filename = f"移動記錄_{current_time}.txt"
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log_path = os.path.join(input_dir, log_filename)
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with open(log_path, 'w', encoding='utf-8') as log_file:
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log_file.write(f"執行時間: {current_time}\n")
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log_file.write(f"原始資料夾: {input_dir}\n\n")
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log_file.write("移動數量記錄:\n")
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total_moved = sum(moved_count.values())
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log_file.write(f"總共移動: {total_moved} 張\n")
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for class_name, count in moved_count.items():
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log_file.write(f"{class_name}: {count} 張\n")
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print(f"記錄檔案已保存至: {log_path}")
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def process_multiple_folders(yolo, input_dirs):
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for input_dir in input_dirs:
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print(f"處理資料夾: {input_dir}")
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error_base_dir = os.path.join(os.path.dirname(input_dir), "Error")
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moved_count = process_and_move_images(yolo, input_dir, error_base_dir)
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write_log(input_dir, moved_count)
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print(f"資料夾 {input_dir} 處理完成\n")
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if __name__ == '__main__':
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app = QApplication([])
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yolo = yolo_class(r"D:\ScrewdriverFile\train_0811_Milwaukee_41\weights\best.pt")
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# 選擇多個輸入資料夾
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dialog = QFileDialog()
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dialog.setFileMode(QFileDialog.DirectoryOnly)
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dialog.setOption(QFileDialog.DontUseNativeDialog, True)
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file_view = dialog.findChild(QListView, 'listView')
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if file_view:
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file_view.setSelectionMode(QAbstractItemView.ExtendedSelection)
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tree_view = dialog.findChild(QTreeView, 'treeView')
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if tree_view:
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tree_view.setSelectionMode(QAbstractItemView.ExtendedSelection)
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if dialog.exec_():
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input_dirs = dialog.selectedFiles()
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if input_dirs:
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process_multiple_folders(yolo, input_dirs)
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print("所有選定的資料夾處理完成")
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else:
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print("未選擇資料夾")
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else:
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print("取消選擇資料夾") |