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社区首页 >问答首页 >ImportError:图像转换需要SciPy。安装SciPy

ImportError:图像转换需要SciPy。安装SciPy
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Stack Overflow用户
提问于 2021-08-22 13:26:17
回答 1查看 1.3K关注 0票数 2

我正在使用迁移学习通过imagedatagenerator来提取医学图像的特征。我使用的是pillow版本2.8.0,图像是单通道的,并且是jpeg格式。显示要在我的集成开发环境中安装SciPy版本1.5.4。代码如下:

代码语言:javascript
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import os, glob
import numpy as np
import matplotlib.pyplot as plt
import cv2
import nibabel as nib

import tensorflow as tf
from tensorflow.keras.preprocessing.image import ImageDataGenerator, array_to_img, img_to_array, load_img
from tensorflow import keras
from keras.models import load_model
from keras import backend as K
from keras.applications.vgg16 import VGG16

import os
import cv2
from PIL import Image
import numpy as np
import scipy
from matplotlib import pyplot as plt


batch_size = 64
train_datagen = ImageDataGenerator(rescale=1./255)
train_generator = train_datagen.flow_from_directory(
        '/home/idu/Desktop/COV19D/train/', 
        target_size=(512, 512),
        batch_size=batch_size,
        classes = ['covid','non-covid'],
        class_mode='binary') 

迁移学习模型如下:

代码语言:javascript
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SIZE = 512
VGG_model = VGG16(include_top=False, weights=None, input_shape=(SIZE, SIZE, 1))
for layer in VGG_model.layers:
    layer.trainable = False 

feature_extractor=VGG_model.predict(train_generator)

它曾经抛出错误__array__() takes 1 positional argument but 2 were given?,但通过将pillow版本降级到上面提到的版本,这一问题得到了修复。然而,现在,最后一段代码抛出了错误:

代码语言:javascript
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Traceback (most recent call last):

  File "<ipython-input-120-b9bad68819ec>", line 1, in <module>
    feature_extractor=VGG_model.predict(train_generator)

  File "/home/idu/.local/lib/python3.6/site-packages/keras/engine/training.py", line 1681, in predict
    steps_per_execution=self._steps_per_execution)

  File "/home/idu/.local/lib/python3.6/site-packages/keras/engine/data_adapter.py", line 1348, in get_data_handler
    return DataHandler(*args, **kwargs)

  File "/home/idu/.local/lib/python3.6/site-packages/keras/engine/data_adapter.py", line 1150, in __init__
    model=model)

  File "/home/idu/.local/lib/python3.6/site-packages/keras/engine/data_adapter.py", line 793, in __init__
    peek, x = self._peek_and_restore(x)

  File "/home/idu/.local/lib/python3.6/site-packages/keras/engine/data_adapter.py", line 850, in _peek_and_restore
    peek = next(x)

  File "/home/idu/.local/lib/python3.6/site-packages/keras_preprocessing/image/iterator.py", line 104, in __next__
    return self.next(*args, **kwargs)

  File "/home/idu/.local/lib/python3.6/site-packages/keras_preprocessing/image/iterator.py", line 116, in next
    return self._get_batches_of_transformed_samples(index_array)

  File "/home/idu/.local/lib/python3.6/site-packages/keras_preprocessing/image/iterator.py", line 238, in _get_batches_of_transformed_samples
    x = self.image_data_generator.apply_transform(x, params)

  File "/home/idu/.local/lib/python3.6/site-packages/keras_preprocessing/image/image_data_generator.py", line 874, in apply_transform
    order=self.interpolation_order)

  File "/home/idu/.local/lib/python3.6/site-packages/keras_preprocessing/image/affine_transformations.py", line 281, in apply_affine_transform
    raise ImportError('Image transformations require SciPy. '

ImportError: Image transformations require SciPy. Install SciPy.

我已经在我的集成开发环境中安装并检查了SciPy版本,它似乎没有问题,版本是'1.5.4‘。如何修复此错误?谢谢。

EN

回答 1

Stack Overflow用户

发布于 2021-11-19 16:08:53

这个问题通常是由TensorFlow版本引起的。我相信您当前的版本一定是2.6或类似这样的版本,如果您安装了tensorflow==2.4,这个问题就会得到解决。

票数 1
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页面原文内容由Stack Overflow提供。腾讯云小微IT领域专用引擎提供翻译支持
原文链接:

https://stackoverflow.com/questions/68881753

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