FileNotFoundError: 系统无法找到指定路径:'D:\\MS Data\\CI Papers\\My Paper\\LungCancerDataset\\Benign_cases
我一直在尝试在我的jupyter notebook中加载数据,但总是遇到FileNotFoundError错误。因为我对这个还不太熟悉,所以遇到了困难。我有一个名为LungCancerDataset的文件夹,里面有三个子文件夹,分别叫做Bengin_cases、Malignant_cases和Normal_cases。
我想把这些数据加载进来,并进行预处理,以便用Alexnet进行分类。
import os
import cv2
import numpy as np
from sklearn.model_selection import train_test_split
dataset_path = r'D:\MS Data\CI Papers\My Paper\LungCancerDataset'
def load_and_preprocess_images(folder_path):
images = []
labels = []
# Iterate over files in the folder
for label, filename in enumerate(os.listdir(folder_path)):
# Construct the full path to the image file
image_path = os.path.join(folder_path, filename)
# Read the image using OpenCV
image = cv2.imread(image_path)
# Check if the image was successfully loaded
if image is not None:
# Resize image to 227x227 (AlexNet input size)
image = cv2.resize(image, (227, 227))
# Normalize pixel values to range [0, 1]
image = image.astype('float32') / 255.0
# Append the image and its label to the lists
images.append(image)
labels.append(label) # Assign label based on folder (0: normal, 1: benign, 2: malignant)
return images, labels
normal_images, normal_labels = load_and_preprocess_images(os.path.join(dataset_path, 'Normal_cases'))
benign_images, benign_labels = load_and_preprocess_images(os.path.join(dataset_path, 'Benign_cases'))
malignant_images, malignant_labels = load_and_preprocess_images(os.path.join(dataset_path, 'Malignant_cases'))
错误信息
---------------------------------------------------------------------------
FileNotFoundError Traceback (most recent call last)
<ipython-input-7-8858f2466543> in <module>
1 normal_images, normal_labels = load_and_preprocess_images(os.path.join(dataset_path, 'Normal_cases'))
----> 2 benign_images, benign_labels = load_and_preprocess_images(os.path.join(dataset_path, 'Benign_cases'))
3 malignant_images, malignant_labels = load_and_preprocess_images(os.path.join(dataset_path, 'Malignant_cases'))
<ipython-input-6-ae38c4e28bac> in load_and_preprocess_images(folder_path)
4
5 # Iterate over files in the folder
----> 6 for label, filename in enumerate(os.listdir(folder_path)):
7 # Construct the full path to the image file
8 image_path = os.path.join(folder_path, filename)
FileNotFoundError: [WinError 3] The system cannot find the path specified: 'D:\\MS Data\\CI Papers\\My Paper\\LungCancerDataset\\Benign_cases'
我尝试向chat gpt寻求帮助,但没有成功 (聊天链接)。我也试着在这里找一些问题,但都没有用 (问题链接) (问题链接)
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