用 python 写一个 tiff 堆栈并保留文件名
Write a tiff stack with python and keep file name
我有一个包含 5 张 tiff 图像的文件夹,我想将它们放在一个堆栈文件中。
img01.tiff、img20.tiff、img25.tif、img30.tif、img50.tif
处理后,我想将该堆栈转换为单个图像,并保留文件名。
我做的堆叠:
import tifffile as tiff
import os
from natsort import natsorted
path='img_folder'
output_filename='stack.tiff'
with tiff.TiffWriter(output_filename, bigtiff=True) as tif_writer:
for idx, filename in enumerate(natsorted(os.listdir(path))):
print(filename)
img=tiff.imread(os.path.join(path,filename),name=filename)
tif_writer.save(img)
我尝试在描述参数或元数据(信息和标签)上进行书写,但没有成功:
tif_writer.save(img, photometric='minisblack', metadata={'Info': filename}, description=filename)
无论如何文件名信息都丢失了,或者我现在不知道如何访问它。
如有任何帮助,我们将不胜感激!
来自source,
[description & metadata are] saved with the first page of a series only.
编辑:我更新了这个例子以包括@cgohlke
建议的两个选项
选项 1:编写单独的系列
默认情况下,像这样按顺序使用 TiffWriter.write
或 TiffWriter.save
将在结果图像中创建一个单独的 系列 并将描述保存到第一个 [=每个系列第 29=]页。
import numpy as np
import tifffile
with tifffile.TiffWriter('temp.tif') as tif:
for i in range(4):
filename = f"image_{i}"
img = np.random.randint(0, 1023, (256, 256), 'uint16')
tif.save(img, photometric='minisblack', description=filename)
with tifffile.TiffFile('temp.tif') as tif:
for series in tif.series:
first_page = series[0]
print(first_page.description)
# tif.asarray returns the first series by default,
# so `key` is needed to create the stack from multiple series.
stack = tif.asarray(key=slice(None))
print(stack.shape)
# image_0
# image_1
# image_2
# image_3
# (4, 256, 256)
选项 2:写一个系列
通过设置metadata=None
,您可以将单独的页面写入同一系列并遍历页面以获取描述。
import numpy as np
import tifffile
with tifffile.TiffWriter('temp.tif') as tif:
for i in range(4):
filename = f"image_{i}"
img = np.random.randint(0, 1023, (256, 256), 'uint16')
tif.save(img, photometric='minisblack', description=filename, metadata=None)
with tifffile.TiffFile('temp.tif') as tif:
for page in tif.pages:
print(page.description)
stack = tif.asarray() # no need for `key` because pages in same series
print(stack.shape)
# image_0
# image_1
# image_2
# image_3
# (4, 256, 256)
我有一个包含 5 张 tiff 图像的文件夹,我想将它们放在一个堆栈文件中。
img01.tiff、img20.tiff、img25.tif、img30.tif、img50.tif
处理后,我想将该堆栈转换为单个图像,并保留文件名。
我做的堆叠:
import tifffile as tiff
import os
from natsort import natsorted
path='img_folder'
output_filename='stack.tiff'
with tiff.TiffWriter(output_filename, bigtiff=True) as tif_writer:
for idx, filename in enumerate(natsorted(os.listdir(path))):
print(filename)
img=tiff.imread(os.path.join(path,filename),name=filename)
tif_writer.save(img)
我尝试在描述参数或元数据(信息和标签)上进行书写,但没有成功:
tif_writer.save(img, photometric='minisblack', metadata={'Info': filename}, description=filename)
无论如何文件名信息都丢失了,或者我现在不知道如何访问它。
如有任何帮助,我们将不胜感激!
来自source,
[description & metadata are] saved with the first page of a series only.
编辑:我更新了这个例子以包括@cgohlke
建议的两个选项选项 1:编写单独的系列
默认情况下,像这样按顺序使用 TiffWriter.write
或 TiffWriter.save
将在结果图像中创建一个单独的 系列 并将描述保存到第一个 [=每个系列第 29=]页。
import numpy as np
import tifffile
with tifffile.TiffWriter('temp.tif') as tif:
for i in range(4):
filename = f"image_{i}"
img = np.random.randint(0, 1023, (256, 256), 'uint16')
tif.save(img, photometric='minisblack', description=filename)
with tifffile.TiffFile('temp.tif') as tif:
for series in tif.series:
first_page = series[0]
print(first_page.description)
# tif.asarray returns the first series by default,
# so `key` is needed to create the stack from multiple series.
stack = tif.asarray(key=slice(None))
print(stack.shape)
# image_0
# image_1
# image_2
# image_3
# (4, 256, 256)
选项 2:写一个系列
通过设置metadata=None
,您可以将单独的页面写入同一系列并遍历页面以获取描述。
import numpy as np
import tifffile
with tifffile.TiffWriter('temp.tif') as tif:
for i in range(4):
filename = f"image_{i}"
img = np.random.randint(0, 1023, (256, 256), 'uint16')
tif.save(img, photometric='minisblack', description=filename, metadata=None)
with tifffile.TiffFile('temp.tif') as tif:
for page in tif.pages:
print(page.description)
stack = tif.asarray() # no need for `key` because pages in same series
print(stack.shape)
# image_0
# image_1
# image_2
# image_3
# (4, 256, 256)