Python Opencv:当我读写一个图像而不做任何更改时,为什么文件大小会改变?
我有一个(.TIFF)文件列表,我正在重命名这些文件并以相同的格式保存它们。 我使用cv2模块来实现这一点Python Opencv:当我读写一个图像而不做任何更改时,为什么文件大小会改变?,python,opencv,glob,tiff,filesize,Python,Opencv,Glob,Tiff,Filesize,我有一个(.TIFF)文件列表,我正在重命名这些文件并以相同的格式保存它们。 我使用cv2模块来实现这一点 import cv2 import os import glob os.chdir('C:/99_Temp/') for file in glob.glob("*.tiff"): f = os.path.splitext(file) time_val = f[0][:2] a1 = cv2.imread(file) cv2.imwrite(time_val+'.
import cv2
import os
import glob
os.chdir('C:/99_Temp/')
for file in glob.glob("*.tiff"):
f = os.path.splitext(file)
time_val = f[0][:2]
a1 = cv2.imread(file)
cv2.imwrite(time_val+'.tiff',a1)
为什么文件大小要比原始TIFF文件小?我没有做任何处理,图像在视觉上看起来是一样的。但我想知道,为什么会有不同
关于TIFF文件大小变化的原因,可能有很多解释。以下是一些:
- 一个文件可能是RGB,每个像素有3个字节的红色、绿色和蓝色,而另一个编码器可能看到该文件的颜色少于256种,并决定每像素写入一个字节的调色板索引(并将256种颜色存储在单独的调色板中),而不是3个字节的RGB
- 一个文件可以是8位,另一个文件可以是1位(双电平)、16位、32位或64位
- 这些文件可能有不同的压缩-从none到LZW、RLE或最近的JPEG都有所不同
- 一个编码者可能编写了IPTC或其他元数据,而另一个编码者则丢弃了它
- 一个编码器可能包含低分辨率预览,另一个则没有
为了进行检查,您可以使用
exiftool
,它只是一个Perl脚本,安装起来简单小巧:
exiftool image.tif
tiffinfo image.tif
样本输出
ExifTool Version Number : 11.11
File Name : image.tif
Directory : .
File Size : 91 kB
File Modification Date/Time : 2018:11:28 09:38:03+00:00
File Access Date/Time : 2018:12:05 13:15:15+00:00
File Inode Change Date/Time : 2018:12:05 13:15:10+00:00
File Permissions : rw-r--r--
File Type : TIFF
File Type Extension : tif
MIME Type : image/tiff
Exif Byte Order : Little-endian (Intel, II)
Image Width : 784
Image Height : 1466
Bits Per Sample : 8
Compression : LZW
Photometric Interpretation : BlackIsZero
Strip Offsets : (Binary data 827 bytes, use -b option to extract)
Samples Per Pixel : 1
Rows Per Strip : 10
Strip Byte Counts : (Binary data 642 bytes, use -b option to extract)
Planar Configuration : Chunky
Predictor : Horizontal differencing
Image Size : 784x1466
Megapixels : 1.1
TIFF Directory at offset 0x16894 (92308)
Image Width: 784 Image Length: 1466
Bits/Sample: 8
Compression Scheme: LZW
Photometric Interpretation: min-is-black
Samples/Pixel: 1
Rows/Strip: 10
Planar Configuration: single image plane
Predictor: horizontal differencing 2 (0x2)
Image: image.tif
Format: TIFF (Tagged Image File Format)
Mime type: image/tiff
Class: DirectClass
Geometry: 784x1466+0+0
Units: PixelsPerInch
Colorspace: Gray
Type: Grayscale
Endianess: LSB
Depth: 8-bit
Channel depth:
Gray: 8-bit
Channel statistics:
Pixels: 1149344
Gray:
...
...
Matte color: grey74
Background color: white
Border color: srgb(223,223,223)
Transparent color: none
Interlace: None
Intensity: Undefined
Compose: Over
Page geometry: 784x1466+0+0
Dispose: Undefined
Iterations: 0
Compression: LZW
Orientation: TopLeft
Properties:
date:create: 2018-12-05T13:15:10+00:00
date:modify: 2018-11-28T09:38:03+00:00
signature: 5f9afdc8efd4757daa7f6bdba105f6ae149833c1c8103dd544f0073bb302069d
tiff:alpha: unspecified
tiff:endian: lsb
tiff:photometric: min-is-black
tiff:rows-per-strip: 10
Artifacts:
verbose: true
Tainted: False
Filesize: 93622B
Number pixels: 1.14934M
Pixels per second: 114.935MP
User time: 0.010u
Elapsed time: 0:01.009
Version: ImageMagick 7.0.8-14 Q16 x86_64 2018-11-16 https://imagemagick.org
或者
tiffinfo
,它与libtiff
一起提供,并且非常小,易于安装:
exiftool image.tif
tiffinfo image.tif
样本输出
ExifTool Version Number : 11.11
File Name : image.tif
Directory : .
File Size : 91 kB
File Modification Date/Time : 2018:11:28 09:38:03+00:00
File Access Date/Time : 2018:12:05 13:15:15+00:00
File Inode Change Date/Time : 2018:12:05 13:15:10+00:00
File Permissions : rw-r--r--
File Type : TIFF
File Type Extension : tif
MIME Type : image/tiff
Exif Byte Order : Little-endian (Intel, II)
Image Width : 784
Image Height : 1466
Bits Per Sample : 8
Compression : LZW
Photometric Interpretation : BlackIsZero
Strip Offsets : (Binary data 827 bytes, use -b option to extract)
Samples Per Pixel : 1
Rows Per Strip : 10
Strip Byte Counts : (Binary data 642 bytes, use -b option to extract)
Planar Configuration : Chunky
Predictor : Horizontal differencing
Image Size : 784x1466
Megapixels : 1.1
TIFF Directory at offset 0x16894 (92308)
Image Width: 784 Image Length: 1466
Bits/Sample: 8
Compression Scheme: LZW
Photometric Interpretation: min-is-black
Samples/Pixel: 1
Rows/Strip: 10
Planar Configuration: single image plane
Predictor: horizontal differencing 2 (0x2)
Image: image.tif
Format: TIFF (Tagged Image File Format)
Mime type: image/tiff
Class: DirectClass
Geometry: 784x1466+0+0
Units: PixelsPerInch
Colorspace: Gray
Type: Grayscale
Endianess: LSB
Depth: 8-bit
Channel depth:
Gray: 8-bit
Channel statistics:
Pixels: 1149344
Gray:
...
...
Matte color: grey74
Background color: white
Border color: srgb(223,223,223)
Transparent color: none
Interlace: None
Intensity: Undefined
Compose: Over
Page geometry: 784x1466+0+0
Dispose: Undefined
Iterations: 0
Compression: LZW
Orientation: TopLeft
Properties:
date:create: 2018-12-05T13:15:10+00:00
date:modify: 2018-11-28T09:38:03+00:00
signature: 5f9afdc8efd4757daa7f6bdba105f6ae149833c1c8103dd544f0073bb302069d
tiff:alpha: unspecified
tiff:endian: lsb
tiff:photometric: min-is-black
tiff:rows-per-strip: 10
Artifacts:
verbose: true
Tainted: False
Filesize: 93622B
Number pixels: 1.14934M
Pixels per second: 114.935MP
User time: 0.010u
Elapsed time: 0:01.009
Version: ImageMagick 7.0.8-14 Q16 x86_64 2018-11-16 https://imagemagick.org
或ImageMagick,它安装在大多数Linux发行版上,可用于macOS和Windows,但安装量相当大:
magick identify -verbose image.tif
样本输出
ExifTool Version Number : 11.11
File Name : image.tif
Directory : .
File Size : 91 kB
File Modification Date/Time : 2018:11:28 09:38:03+00:00
File Access Date/Time : 2018:12:05 13:15:15+00:00
File Inode Change Date/Time : 2018:12:05 13:15:10+00:00
File Permissions : rw-r--r--
File Type : TIFF
File Type Extension : tif
MIME Type : image/tiff
Exif Byte Order : Little-endian (Intel, II)
Image Width : 784
Image Height : 1466
Bits Per Sample : 8
Compression : LZW
Photometric Interpretation : BlackIsZero
Strip Offsets : (Binary data 827 bytes, use -b option to extract)
Samples Per Pixel : 1
Rows Per Strip : 10
Strip Byte Counts : (Binary data 642 bytes, use -b option to extract)
Planar Configuration : Chunky
Predictor : Horizontal differencing
Image Size : 784x1466
Megapixels : 1.1
TIFF Directory at offset 0x16894 (92308)
Image Width: 784 Image Length: 1466
Bits/Sample: 8
Compression Scheme: LZW
Photometric Interpretation: min-is-black
Samples/Pixel: 1
Rows/Strip: 10
Planar Configuration: single image plane
Predictor: horizontal differencing 2 (0x2)
Image: image.tif
Format: TIFF (Tagged Image File Format)
Mime type: image/tiff
Class: DirectClass
Geometry: 784x1466+0+0
Units: PixelsPerInch
Colorspace: Gray
Type: Grayscale
Endianess: LSB
Depth: 8-bit
Channel depth:
Gray: 8-bit
Channel statistics:
Pixels: 1149344
Gray:
...
...
Matte color: grey74
Background color: white
Border color: srgb(223,223,223)
Transparent color: none
Interlace: None
Intensity: Undefined
Compose: Over
Page geometry: 784x1466+0+0
Dispose: Undefined
Iterations: 0
Compression: LZW
Orientation: TopLeft
Properties:
date:create: 2018-12-05T13:15:10+00:00
date:modify: 2018-11-28T09:38:03+00:00
signature: 5f9afdc8efd4757daa7f6bdba105f6ae149833c1c8103dd544f0073bb302069d
tiff:alpha: unspecified
tiff:endian: lsb
tiff:photometric: min-is-black
tiff:rows-per-strip: 10
Artifacts:
verbose: true
Tainted: False
Filesize: 93622B
Number pixels: 1.14934M
Pixels per second: 114.935MP
User time: 0.010u
Elapsed time: 0:01.009
Version: ImageMagick 7.0.8-14 Q16 x86_64 2018-11-16 https://imagemagick.org
胡乱猜测:tiff编码的不同实现/版本/参数?原始文件是如何生成的?而且,如果您再次读写第二个图像,第二个和第三个图像的大小是否相同?