Py之pixellib：pixellib库的简介、安装、经典案例之详细攻略

1. pip install pixellib
2. pip install pixellib==0.1.0

pip install --upgrade pixellib

1. C:\Users\Administrator>pip show pixellib
2. Name: pixellib
3. Version: 0.1.0
4. Summary: PixelLib is a library for performing semantic and instance segmentation of images using few lines of code.
5. Home-page: https://github.com/ayoolaolafenwa/PixelLib
6. Author: Ayoola Olafenwa
7. Author-email: UNKNOWN
8. License: MIT
9. Location: e:\program files\python\python36\lib\site-packages
10. Requires:
11. Required-by:
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17. E:\Program Files\Python>pip install --upgrade pixellib
18. Requirement already satisfied: pixellib in e:\program files\python\python36\lib\site-packages (0.1.0)
19. Collecting pixellib
20.   Downloading pixellib-0.7.1-py3-none-any.whl (430 kB)
21.      |████████████████████████████████| 430 kB 435 kB/s
22. Requirement already satisfied: opencv-python in e:\program files\python\python36\lib\site-packages (from pixellib) (3.4.1.15)
23. Requirement already satisfied: tabulate in e:\program files\python\python36\lib\site-packages (from pixellib) (0.8.6)
24. Collecting iopath
25.   Downloading iopath-0.1.9-py3-none-any.whl (27 kB)
26. Collecting labelme2coco
27.   Downloading labelme2coco-0.1.2-py3-none-any.whl (19 kB)
28. Requirement already satisfied: dataclasses in e:\program files\python\python36\lib\site-packages (from pixellib) (0.8)
29. Collecting pydot
30.   Downloading pydot-1.4.2-py2.py3-none-any.whl (21 kB)
31. Requirement already satisfied: yacs in e:\program files\python\python36\lib\site-packages (from pixellib) (0.1.6)
32. Requirement already satisfied: fvcore in e:\program files\python\python36\lib\site-packages\fvcore-0.1.dev200108-py3.6.egg (from pixellib) (0.1.dev200108)
33. Requirement already satisfied: pillow in e:\program files\python\python36\lib\site-packages (from pixellib) (8.0.0)
34. Collecting hydra-core
35.   Downloading hydra_core-1.1.1-py3-none-any.whl (145 kB)
36.      |████████████████████████████████| 145 kB 547 kB/s
37. Collecting omegaconf
38.   Downloading omegaconf-2.1.1-py3-none-any.whl (74 kB)
39.      |████████████████████████████████| 74 kB 565 kB/s
40. Requirement already satisfied: matplotlib in e:\program files\python\python36\lib\site-packages (from pixellib) (3.3.2)
41. Requirement already satisfied: tqdm in e:\program files\python\python36\lib\site-packages (from pixellib) (4.51.0)
42. Requirement already satisfied: future in e:\program files\python\python36\lib\site-packages (from pixellib) (0.16.0)
43. Requirement already satisfied: scikit-image in e:\program files\python\python36\lib\site-packages (from pixellib) (0.16.2)
44. Collecting imantics
45.   Downloading imantics-0.1.12.tar.gz (13 kB)
46.   Preparing metadata (setup.py) ... done
47. Requirement already satisfied: imgaug in e:\program files\python\python36\lib\site-packages (from pixellib) (0.2.6)
48. Requirement already satisfied: pyQt5 in e:\program files\python\python36\lib\site-packages (from pixellib) (5.15.6)
49. Requirement already satisfied: termcolor in e:\program files\python\python36\lib\site-packages (from pixellib) (1.1.0)
50. Collecting black
51.   Downloading black-21.11b1-py3-none-any.whl (155 kB)
52.      |████████████████████████████████| 155 kB 731 kB/s
53. Requirement already satisfied: cloudpickle in e:\program files\python\python36\lib\site-packages\cloudpickle-1.2.2-py3.6.egg (from pixellib) (1.2.2)
54. Requirement already satisfied: Cython in e:\program files\python\python36\lib\site-packages (from pixellib) (0.28.3)
55. Requirement already satisfied: click>=7.1.2 in e:\program files\python\python36\lib\site-packages (from black->pixellib) (7.1.2)
56. Collecting mypy-extensions>=0.4.3
57.   Downloading mypy_extensions-0.4.3-py2.py3-none-any.whl (4.5 kB)
58. Collecting platformdirs>=2
59.   Downloading platformdirs-2.4.0-py3-none-any.whl (14 kB)
60. Collecting regex>=2021.4.4
61.   Downloading regex-2021.11.10-cp36-cp36m-win_amd64.whl (272 kB)
62.      |████████████████████████████████| 272 kB 731 kB/s
63. Requirement already satisfied: typing-extensions>=3.10.0.0 in e:\program files\python\python36\lib\site-packages (from black->pixellib) (3.10.0.2)
64. Collecting tomli<2.0.0,>=0.2.6
65.   Downloading tomli-1.2.2-py3-none-any.whl (12 kB)
66. Collecting pathspec<1,>=0.9.0
67.   Downloading pathspec-0.9.0-py2.py3-none-any.whl (31 kB)
68. Collecting typed-ast>=1.4.2
69.   Downloading typed_ast-1.5.0-cp36-cp36m-win_amd64.whl (161 kB)
70.      |████████████████████████████████| 161 kB 819 kB/s
71. Collecting pyyaml>=5.1
72.   Downloading PyYAML-6.0-cp36-cp36m-win_amd64.whl (153 kB)
73.      |████████████████████████████████| 153 kB 544 kB/s
74. Requirement already satisfied: portalocker in e:\program files\python\python36\lib\site-packages (from fvcore->pixellib) (1.5.2)
75. Collecting antlr4-python3-runtime==4.8
76.   Downloading antlr4-python3-runtime-4.8.tar.gz (112 kB)
77.      |████████████████████████████████| 112 kB 1.1 MB/s
78.   Preparing metadata (setup.py) ... done
79. Requirement already satisfied: importlib-resources in e:\program files\python\python36\lib\site-packages (from hydra-core->pixellib) (1.0.2)
80. Requirement already satisfied: numpy in e:\program files\python\python36\lib\site-packages (from imantics->pixellib) (1.19.0)
81. Requirement already satisfied: lxml in e:\program files\python\python36\lib\site-packages (from imantics->pixellib) (4.5.2)
82. Collecting xmljson
83.   Downloading xmljson-0.2.1-py2.py3-none-any.whl (10 kB)
84. Requirement already satisfied: scipy in f:\program files\python\python36\lib\site-packages (from imgaug->pixellib) (1.4.1)
85. Requirement already satisfied: six in e:\program files\python\python36\lib\site-packages (from imgaug->pixellib) (1.15.0)
86. Requirement already satisfied: imageio>=2.3.0 in e:\program files\python\python36\lib\site-packages (from scikit-image->pixellib) (2.6.1)
87. Requirement already satisfied: PyWavelets>=0.4.0 in e:\program files\python\python36\lib\site-packages (from scikit-image->pixellib) (0.5.2)
88. Requirement already satisfied: networkx>=2.0 in e:\program files\python\python36\lib\site-packages (from scikit-image->pixellib) (2.5)
89. Requirement already satisfied: certifi>=2020.06.20 in e:\program files\python\python36\lib\site-packages (from matplotlib->pixellib) (2020.6.20)
90. Requirement already satisfied: kiwisolver>=1.0.1 in e:\program files\python\python36\lib\site-packages (from matplotlib->pixellib) (1.0.1)
91. Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in e:\program files\python\python36\lib\site-packages (from matplotlib->pixellib) (2.2.0)
92. Requirement already satisfied: cycler>=0.10 in e:\program files\python\python36\lib\site-packages (from matplotlib->pixellib) (0.10.0)
93. Requirement already satisfied: python-dateutil>=2.1 in e:\program files\python\python36\lib\site-packages (from matplotlib->pixellib) (2.8.1)
94. Requirement already satisfied: jsonschema>=2.6.0 in e:\program files\python\python36\lib\site-packages (from labelme2coco->pixellib) (2.6.0)
95. Requirement already satisfied: PyQt5-Qt5>=5.15.2 in e:\program files\python\python36\lib\site-packages (from pyQt5->pixellib) (5.15.2)
96. Requirement already satisfied: PyQt5-sip<13,>=12.8 in e:\program files\python\python36\lib\site-packages (from pyQt5->pixellib) (12.9.0)
97. Requirement already satisfied: setuptools in f:\program files\python\python36\lib\site-packages (from kiwisolver>=1.0.1->matplotlib->pixellib) (59.3.0)
98. Requirement already satisfied: decorator>=4.3.0 in e:\program files\python\python36\lib\site-packages (from networkx>=2.0->scikit-image->pixellib) (4.3.0)
99. Requirement already satisfied: pywin32!=226 in e:\program files\python\python36\lib\site-packages (from portalocker->fvcore->pixellib) (223)
100. Building wheels for collected packages: antlr4-python3-runtime, imantics
101.   Building wheel for antlr4-python3-runtime (setup.py) ... done
102.   Created wheel for antlr4-python3-runtime: filename=antlr4_python3_runtime-4.8-py3-none-any.whl size=142057 sha256=7b0051eda214a47b80d05d880c319d864cc75efe34a91532e25cc2476716e4f4
103.   Stored in directory: c:\users\administrator\appdata\local\pip\cache\wheels\a8\04\35\9449686f1c26ff16f6224dc942e108329f3782185802ec6b93
104.   Building wheel for imantics (setup.py) ... done
105.   Created wheel for imantics: filename=imantics-0.1.12-py3-none-any.whl size=17863 sha256=8300b54db38fc774543f10f78c2d582b3643c9f75997fd8e2cc333b93479b9ae
106.   Stored in directory: c:\users\administrator\appdata\local\pip\cache\wheels\3a\d0\b5\f483e166e98686953873e045c44c874139085d116cb1fba933
107. Successfully built antlr4-python3-runtime imantics
108. Installing collected packages: pyyaml, antlr4-python3-runtime, xmljson, typed-ast, tomli, regex, platformdirs, pathspec, omegaconf, mypy-extensions, pydot, labelme2coco, iopath, imantics, hydra-core, black, pixellib
109.   Attempting uninstall: pyyaml
110.     Found existing installation: PyYAML 3.12
111.     Uninstalling PyYAML-3.12:
112.       Successfully uninstalled PyYAML-3.12
113.   Attempting uninstall: pixellib
114.     Found existing installation: pixellib 0.1.0
115.     Uninstalling pixellib-0.1.0:
116.       Successfully uninstalled pixellib-0.1.0
117. ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
118. slowfast 1.0 requires av, which is not installed.
119. slowfast 1.0 requires detectron2, which is not installed.
120. paddlepaddle 1.6.3 requires matplotlib<=2.2.4, but you have matplotlib 3.3.2 which is incompatible.
121. paddlepaddle 1.6.3 requires numpy<=1.16.4,>=1.12, but you have numpy 1.19.0 which is incompatible.
122. paddlepaddle 1.6.3 requires scipy<=1.2.1,>=0.19.0, but you have scipy 1.4.1 which is incompatible.
123. distributed 2020.12.0 requires cloudpickle>=1.5.0, but you have cloudpickle 1.2.2 which is incompatible.
124. chatterbot-corpus 1.1.1 requires PyYAML<4.0,>=3.12, but you have pyyaml 6.0 which is incompatible.
125. autokeras 0.2.19 requires keras==2.2.2, but you have keras 2.2.4 which is incompatible.
126. autokeras 0.2.19 requires tensorflow==1.10.0, but you have tensorflow 1.11.0 which is incompatible.
127. autokeras 0.2.19 requires torch==0.4.1, but you have torch 1.3.1 which is incompatible.
128. autokeras 0.2.19 requires torchvision==0.2.1, but you have torchvision 0.4.1 which is incompatible.
129. autokeras 0.2.19 requires tqdm==4.25.0, but you have tqdm 4.51.0 which is incompatible.
130. albumentations 0.4.3 requires opencv-python>=4.1.1, but you have opencv-python 3.4.1.15 which is incompatible.
131. Successfully installed antlr4-python3-runtime-4.8 black-21.11b1 hydra-core-1.1.1 imantics-0.1.12 iopath-0.1.9 labelme2coco-0.1.2 mypy-extensions-0.4.3 omegaconf-2.1.1 pathspec-0.9.0 pixellib-0.7.1 platformdirs-2.4.0 pydot-1.4.2 pyyaml-6.0 regex-2021.11.10 tomli-1.2.2 typed-ast-1.5.0 xmljson-0.2.1

1. C:\Users\Administrator>pip install pixellib==0.1.0
2. Collecting pixellib==0.1.0
3.   Downloading pixellib-0.1.0-py3-none-any.whl (39 kB)
4. Installing collected packages: pixellib
5.   Attempting uninstall: pixellib
6.     Found existing installation: pixellib 0.7.1
7.     Uninstalling pixellib-0.7.1:
8.       Successfully uninstalled pixellib-0.7.1
9. Successfully installed pixellib-0.1.0

1. import pixellib
2. from pixellib.semantic import semantic_segmentation
3. 
4. segment_image = semantic_segmentation()
5. segment_image.load_pascalvoc_model("deeplabv3_xception_tf_dim_ordering_tf_kernels.h5") 
6. segment_image.segmentAsPascalvoc("path_to_image", output_image_name = "path_to_output_image")