diff --git a/README.md b/README.md index 49ea7220..97e91d49 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,21 @@ -## Colorful Image Colorization [[Project Page]](http://richzhang.github.io/colorization/)
+# Colorful Image Colorization [[Project Page]](http://richzhang.github.io/colorization/)
[Richard Zhang](https://richzhang.github.io/), [Phillip Isola](http://web.mit.edu/phillipi/), [Alexei A. Efros](http://www.eecs.berkeley.edu/~efros/). In [ECCV, 2016](http://arxiv.org/pdf/1603.08511.pdf). +----------------------- + +## Video_colorization.[py](https://github.com/imvickykumar999/colorization/blob/master/video_colorization.py) + +### Transformed Video + +https://user-images.githubusercontent.com/50515418/208450925-81a28039-1ee6-48e6-afc4-e41ebb9ab95c.mp4 + +### Original Video + +https://user-images.githubusercontent.com/50515418/208451041-b5ab039c-36d4-432f-9047-f15d3da0bea9.mp4 + +---------------------- + **+ automatic colorization functionality for Real-Time User-Guided Image Colorization with Learned Deep Priors, SIGGRAPH 2017!** **[Sept20 Update]** Since it has been 3-4 years, I converted this repo to support minimal test-time usage in PyTorch. I also added our SIGGRAPH 2017 (it's an interactive method but can also do automatic). See the [Caffe branch](https://github.com/richzhang/colorization/tree/caffe) for the original release. diff --git a/bw_vid_out/000000.jpg b/bw_vid_out/000000.jpg new file mode 100644 index 00000000..8b22a1c9 Binary files /dev/null and b/bw_vid_out/000000.jpg differ diff --git a/bw_vid_out/000001.jpg b/bw_vid_out/000001.jpg new file mode 100644 index 00000000..32ff1a3e Binary files /dev/null and b/bw_vid_out/000001.jpg differ diff --git a/bw_vid_out/000002.jpg b/bw_vid_out/000002.jpg new file mode 100644 index 00000000..73c9fb48 Binary files /dev/null and b/bw_vid_out/000002.jpg differ diff --git a/bw_vid_out/000003.jpg b/bw_vid_out/000003.jpg new file mode 100644 index 00000000..3df1283a Binary files /dev/null and b/bw_vid_out/000003.jpg differ diff --git a/bw_vid_out/000004.jpg b/bw_vid_out/000004.jpg new file mode 100644 index 00000000..9a3df3b2 Binary files /dev/null and b/bw_vid_out/000004.jpg differ diff --git a/bw_vid_out/000005.jpg b/bw_vid_out/000005.jpg new file mode 100644 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b/extras/cmd.txt @@ -0,0 +1,416 @@ +Microsoft Windows [Version 10.0.22623.1037] +(c) Microsoft Corporation. All rights reserved. + +C:\Users\Vicky\Desktop\Repository\colorization>pip install requirements.txt +ERROR: Could not find a version that satisfies the requirement requirements.txt (from versions: none) +HINT: You are attempting to install a package literally named "requirements.txt" (which cannot exist). Consider using the '-r' flag to install the packages listed in requirements.txt +ERROR: No matching distribution found for requirements.txt +WARNING: There was an error checking the latest version of pip. + +C:\Users\Vicky\Desktop\Repository\colorization>pip + +Usage: + pip [options] + +Commands: + install Install packages. + download Download packages. + uninstall Uninstall packages. + freeze Output installed packages in requirements format. + list List installed packages. + show Show information about installed packages. + check Verify installed packages have compatible dependencies. + config Manage local and global configuration. + search Search PyPI for packages. + cache Inspect and manage pip's wheel cache. + index Inspect information available from package indexes. + wheel Build wheels from your requirements. + hash Compute hashes of package archives. + completion A helper command used for command completion. + debug Show information useful for debugging. + help Show help for commands. + +General Options: + -h, --help Show help. + --debug Let unhandled exceptions propagate outside + the main subroutine, instead of logging them + to stderr. + --isolated Run pip in an isolated mode, ignoring + environment variables and user + configuration. + --require-virtualenv Allow pip to only run in a virtual + environment; exit with an error otherwise. + -v, --verbose Give more output. Option is additive, and + can be used up to 3 times. + -V, --version Show version and exit. + -q, --quiet Give less output. Option is additive, and + can be used up to 3 times (corresponding to + WARNING, ERROR, and CRITICAL logging + levels). + --log Path to a verbose appending log. + --no-input Disable prompting for input. + --proxy Specify a proxy in the form + scheme://[user:passwd@]proxy.server:port. + --retries Maximum number of retries each connection + should attempt (default 5 times). + --timeout Set the socket timeout (default 15 seconds). + --exists-action Default action when a path already exists: + (s)witch, (i)gnore, (w)ipe, (b)ackup, + (a)bort. + --trusted-host Mark this host or host:port pair as trusted, + even though it does not have valid or any + HTTPS. + --cert Path to PEM-encoded CA certificate bundle. + If provided, overrides the default. See 'SSL + Certificate Verification' in pip + documentation for more information. + --client-cert Path to SSL client certificate, a single + file containing the private key and the + certificate in PEM format. + --cache-dir Store the cache data in . + --no-cache-dir Disable the cache. + --disable-pip-version-check + Don't periodically check PyPI to determine + whether a new version of pip is available + for download. Implied with --no-index. + --no-color Suppress colored output. + --no-python-version-warning + Silence deprecation warnings for upcoming + unsupported Pythons. + --use-feature Enable new functionality, that may be + backward incompatible. + --use-deprecated Enable deprecated functionality, that will + be removed in the future. + +C:\Users\Vicky\Desktop\Repository\colorization>pip install --upgrade pip +Requirement already satisfied: pip in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (22.1.1) +Collecting pip + Downloading pip-22.3.1-py3-none-any.whl (2.1 MB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.1/2.1 MB 6.2 MB/s eta 0:00:00 +ERROR: To modify pip, please run the following command: +C:\Users\Vicky\AppData\Local\Programs\Python\Python39\python.exe -m pip install --upgrade pip +WARNING: There was an error checking the latest version of pip. + +C:\Users\Vicky\Desktop\Repository\colorization>pip install requirements.txt +ERROR: Could not find a version that satisfies the requirement requirements.txt (from versions: none) +HINT: You are attempting to install a package literally named "requirements.txt" (which cannot exist). Consider using the '-r' flag to install the packages listed in requirements.txt +ERROR: No matching distribution found for requirements.txt +WARNING: There was an error checking the latest version of pip. + +C:\Users\Vicky\Desktop\Repository\colorization>python +Python 3.9.5 (tags/v3.9.5:0a7dcbd, May 3 2021, 17:27:52) [MSC v.1928 64 bit (AMD64)] on win32 +Type "help", "copyright", "credits" or "license" for more information. +>>> +>>> +>>> import colorizers +Traceback (most recent call last): + File "", line 1, in + File "C:\Users\Vicky\Desktop\Repository\colorization\colorizers\__init__.py", line 3, in + from .eccv16 import * + File "C:\Users\Vicky\Desktop\Repository\colorization\colorizers\eccv16.py", line 5, in + from IPython import embed +ModuleNotFoundError: No module named 'IPython' +>>> +KeyboardInterrupt +>>> ModuleNotFoundError: No module named 'IPython'^X + File "", line 1 + ModuleNotFoundError: No module named 'IPython'↑ + ^ +SyntaxError: invalid syntax +>>> +>>> +>>> +>>> ^Z + + +C:\Users\Vicky\Desktop\Repository\colorization> +C:\Users\Vicky\Desktop\Repository\colorization>pip install ipython +Collecting ipython + Downloading ipython-8.7.0-py3-none-any.whl (761 kB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 761.7/761.7 kB 3.7 MB/s eta 0:00:00 +Collecting backcall + Downloading backcall-0.2.0-py2.py3-none-any.whl (11 kB) +Collecting prompt-toolkit<3.1.0,>=3.0.11 + Downloading prompt_toolkit-3.0.36-py3-none-any.whl (386 kB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 386.4/386.4 kB 8.0 MB/s eta 0:00:00 +Collecting pickleshare + Downloading pickleshare-0.7.5-py2.py3-none-any.whl (6.9 kB) +Collecting stack-data + Downloading stack_data-0.6.2-py3-none-any.whl (24 kB) +Requirement already satisfied: pygments>=2.4.0 in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from ipython) (2.10.0) +Collecting traitlets>=5 + Downloading traitlets-5.7.1-py3-none-any.whl (109 kB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 109.9/109.9 kB 3.2 MB/s eta 0:00:00 +Requirement already satisfied: colorama in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from ipython) (0.4.4) +Collecting jedi>=0.16 + Downloading jedi-0.18.2-py2.py3-none-any.whl (1.6 MB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.6/1.6 MB 5.9 MB/s eta 0:00:00 +Requirement already satisfied: decorator in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from ipython) (4.4.2) +Collecting matplotlib-inline + Downloading matplotlib_inline-0.1.6-py3-none-any.whl (9.4 kB) +Collecting parso<0.9.0,>=0.8.0 + Downloading parso-0.8.3-py2.py3-none-any.whl (100 kB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100.8/100.8 kB 5.7 MB/s eta 0:00:00 +Collecting wcwidth + Downloading wcwidth-0.2.5-py2.py3-none-any.whl (30 kB) +Collecting asttokens>=2.1.0 + Downloading asttokens-2.2.1-py2.py3-none-any.whl (26 kB) +Collecting pure-eval + Downloading pure_eval-0.2.2-py3-none-any.whl (11 kB) +Collecting executing>=1.2.0 + Downloading executing-1.2.0-py2.py3-none-any.whl (24 kB) +Requirement already satisfied: six in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from asttokens>=2.1.0->stack-data->ipython) (1.15.0) +Installing collected packages: wcwidth, pure-eval, pickleshare, executing, backcall, traitlets, prompt-toolkit, parso, asttokens, stack-data, matplotlib-inline, jedi, ipython +Successfully installed asttokens-2.2.1 backcall-0.2.0 executing-1.2.0 ipython-8.7.0 jedi-0.18.2 matplotlib-inline-0.1.6 parso-0.8.3 pickleshare-0.7.5 prompt-toolkit-3.0.36 pure-eval-0.2.2 stack-data-0.6.2 traitlets-5.7.1 wcwidth-0.2.5 +WARNING: There was an error checking the latest version of pip. + +C:\Users\Vicky\Desktop\Repository\colorization> +C:\Users\Vicky\Desktop\Repository\colorization> +C:\Users\Vicky\Desktop\Repository\colorization> +C:\Users\Vicky\Desktop\Repository\colorization> +C:\Users\Vicky\Desktop\Repository\colorization> +C:\Users\Vicky\Desktop\Repository\colorization> +C:\Users\Vicky\Desktop\Repository\colorization> +C:\Users\Vicky\Desktop\Repository\colorization>python +Python 3.9.5 (tags/v3.9.5:0a7dcbd, May 3 2021, 17:27:52) [MSC v.1928 64 bit (AMD64)] on win32 +Type "help", "copyright", "credits" or "license" for more information. +>>> import colorizers +Traceback (most recent call last): + File "", line 1, in + File "C:\Users\Vicky\Desktop\Repository\colorization\colorizers\__init__.py", line 5, in + from .util import * + File "C:\Users\Vicky\Desktop\Repository\colorization\colorizers\util.py", line 4, in + from skimage import color +ModuleNotFoundError: No module named 'skimage' +>>> import colorizers^Z + File "", line 1 + import colorizers→ + ^ +SyntaxError: invalid syntax +>>> +>>> ^Z + + +C:\Users\Vicky\Desktop\Repository\colorization>pip install requirements.txt +ERROR: Could not find a version that satisfies the requirement requirements.txt (from versions: none) +HINT: You are attempting to install a package literally named "requirements.txt" (which cannot exist). Consider using the '-r' flag to install the packages listed in requirements.txt +ERROR: No matching distribution found for requirements.txt +WARNING: There was an error checking the latest version of pip. + +C:\Users\Vicky\Desktop\Repository\colorization>pip install requirements.txt +ERROR: Could not find a version that satisfies the requirement requirements.txt (from versions: none) +HINT: You are attempting to install a package literally named "requirements.txt" (which cannot exist). Consider using the '-r' flag to install the packages listed in requirements.txt +ERROR: No matching distribution found for requirements.txt +WARNING: There was an error checking the latest version of pip. + +C:\Users\Vicky\Desktop\Repository\colorization>pip install torch +Requirement already satisfied: torch in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (1.11.0) +Requirement already satisfied: typing-extensions in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from torch) (3.7.4.3) +WARNING: There was an error checking the latest version of pip. + +C:\Users\Vicky\Desktop\Repository\colorization>pip install torch --upgrade +Requirement already satisfied: torch in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (1.11.0) +Collecting torch + Downloading torch-1.13.1-cp39-cp39-win_amd64.whl (162.5 MB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 162.5/162.5 MB 3.0 MB/s eta 0:00:00 +Requirement already satisfied: typing-extensions in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from torch) (3.7.4.3) +Installing collected packages: torch + Attempting uninstall: torch + Found existing installation: torch 1.11.0 + Uninstalling torch-1.11.0: + Successfully uninstalled torch-1.11.0 +Successfully installed torch-1.13.1 +WARNING: There was an error checking the latest version of pip. + +C:\Users\Vicky\Desktop\Repository\colorization> +C:\Users\Vicky\Desktop\Repository\colorization> +C:\Users\Vicky\Desktop\Repository\colorization> +C:\Users\Vicky\Desktop\Repository\colorization>python +Python 3.9.5 (tags/v3.9.5:0a7dcbd, May 3 2021, 17:27:52) [MSC v.1928 64 bit (AMD64)] on win32 +Type "help", "copyright", "credits" or "license" for more information. +>>> import colorizers +Traceback (most recent call last): + File "", line 1, in + File "C:\Users\Vicky\Desktop\Repository\colorization\colorizers\__init__.py", line 5, in + from .util import * + File "C:\Users\Vicky\Desktop\Repository\colorization\colorizers\util.py", line 4, in + from skimage import color +ModuleNotFoundError: No module named 'skimage' +>>> pip install scikit-image^Z^Z^Z^Z + File "", line 1 + pip install scikit-image→→→→ + ^ +SyntaxError: invalid syntax +>>> +>>> +>>> ^Z + + +C:\Users\Vicky\Desktop\Repository\colorization> +C:\Users\Vicky\Desktop\Repository\colorization> +C:\Users\Vicky\Desktop\Repository\colorization> +C:\Users\Vicky\Desktop\Repository\colorization>pip install scikit-image +Collecting scikit-image + Downloading scikit_image-0.19.3-cp39-cp39-win_amd64.whl (12.1 MB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 12.1/12.1 MB 2.0 MB/s eta 0:00:00 +Requirement already satisfied: networkx>=2.2 in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from scikit-image) (2.8.4) +Collecting PyWavelets>=1.1.1 + Downloading PyWavelets-1.4.1-cp39-cp39-win_amd64.whl (4.2 MB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 4.2/4.2 MB 1.8 MB/s eta 0:00:00 +Requirement already satisfied: scipy>=1.4.1 in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from scikit-image) (1.7.1) +Requirement already satisfied: imageio>=2.4.1 in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from scikit-image) (2.9.0) +Requirement already satisfied: pillow!=7.1.0,!=7.1.1,!=8.3.0,>=6.1.0 in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from scikit-image) (8.1.0) +Requirement already satisfied: numpy>=1.17.0 in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from scikit-image) (1.19.5) +Collecting tifffile>=2019.7.26 + Downloading tifffile-2022.10.10-py3-none-any.whl (210 kB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 210.3/210.3 kB 2.6 MB/s eta 0:00:00 +Requirement already satisfied: packaging>=20.0 in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from scikit-image) (21.3) +Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from packaging>=20.0->scikit-image) (2.4.7) +Installing collected packages: tifffile, PyWavelets, scikit-image +Successfully installed PyWavelets-1.4.1 scikit-image-0.19.3 tifffile-2022.10.10 +WARNING: There was an error checking the latest version of pip. + +C:\Users\Vicky\Desktop\Repository\colorization>pip install argparse +Collecting argparse + Downloading argparse-1.4.0-py2.py3-none-any.whl (23 kB) +Installing collected packages: argparse +Successfully installed argparse-1.4.0 +WARNING: There was an error checking the latest version of pip. + +C:\Users\Vicky\Desktop\Repository\colorization> +C:\Users\Vicky\Desktop\Repository\colorization>pip install matplotlib --upgr +age + +Usage: + pip install [options] [package-index-options] ... + pip install [options] -r [package-index-options] ... + pip install [options] [-e] ... + pip install [options] [-e] ... + pip install [options] ... + +no such option: --upgrage + +C:\Users\Vicky\Desktop\Repository\colorization>pip install matplotlib --upgrade +Requirement already satisfied: matplotlib in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (3.4.2) +Collecting matplotlib + Downloading matplotlib-3.6.2-cp39-cp39-win_amd64.whl (7.2 MB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 7.2/7.2 MB 6.2 MB/s eta 0:00:00 +Requirement already satisfied: packaging>=20.0 in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from matplotlib) (21.3) +Collecting contourpy>=1.0.1 + Downloading contourpy-1.0.6-cp39-cp39-win_amd64.whl (161 kB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 161.3/161.3 kB 4.7 MB/s eta 0:00:00 +Requirement already satisfied: pyparsing>=2.2.1 in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from matplotlib) (2.4.7) +Collecting fonttools>=4.22.0 + Downloading fonttools-4.38.0-py3-none-any.whl (965 kB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 965.4/965.4 kB 10.2 MB/s eta 0:00:00 +Requirement already satisfied: pillow>=6.2.0 in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from matplotlib) (8.1.0) +Requirement already satisfied: python-dateutil>=2.7 in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from matplotlib) (2.8.1) +Requirement already satisfied: numpy>=1.19 in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from matplotlib) (1.19.5) +Requirement already satisfied: cycler>=0.10 in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from matplotlib) (0.10.0) +Requirement already satisfied: kiwisolver>=1.0.1 in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from matplotlib) (1.3.1) +Requirement already satisfied: six in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (from cycler>=0.10->matplotlib) (1.15.0) +Installing collected packages: fonttools, contourpy, matplotlib + Attempting uninstall: matplotlib + Found existing installation: matplotlib 3.4.2 + Uninstalling matplotlib-3.4.2: + Successfully uninstalled matplotlib-3.4.2 +Successfully installed contourpy-1.0.6 fonttools-4.38.0 matplotlib-3.6.2 +WARNING: There was an error checking the latest version of pip. + +C:\Users\Vicky\Desktop\Repository\colorization>pip install numpy --upgrade +Requirement already satisfied: numpy in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (1.19.5) +Collecting numpy + Downloading numpy-1.23.5-cp39-cp39-win_amd64.whl (14.7 MB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 14.7/14.7 MB 3.9 MB/s eta 0:00:00 +Installing collected packages: numpy + Attempting uninstall: numpy + Found existing installation: numpy 1.19.5 + Uninstalling numpy-1.19.5: + Successfully uninstalled numpy-1.19.5 +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. +tensorflow 2.5.0 requires numpy~=1.19.2, but you have numpy 1.23.5 which is incompatible. +scipy 1.7.1 requires numpy<1.23.0,>=1.16.5, but you have numpy 1.23.5 which is incompatible. +instabot 0.117.0 requires requests-toolbelt>=0.9.1, but you have requests-toolbelt 0.7.0 which is incompatible. +Successfully installed numpy-1.23.5 +WARNING: There was an error checking the latest version of pip. + +C:\Users\Vicky\Desktop\Repository\colorization>pip install Pillow --upgrade +Requirement already satisfied: Pillow in c:\users\vicky\appdata\local\programs\python\python39\lib\site-packages (8.1.0) +Collecting Pillow + Downloading Pillow-9.3.0-cp39-cp39-win_amd64.whl (2.5 MB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.5/2.5 MB 9.9 MB/s eta 0:00:00 +Installing collected packages: Pillow + Attempting uninstall: Pillow + Found existing installation: Pillow 8.1.0 + Uninstalling Pillow-8.1.0: + Successfully uninstalled Pillow-8.1.0 +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. +instabot 0.117.0 requires requests-toolbelt>=0.9.1, but you have requests-toolbelt 0.7.0 which is incompatible. +Successfully installed Pillow-9.3.0 +WARNING: There was an error checking the latest version of pip. + +C:\Users\Vicky\Desktop\Repository\colorization>python +Python 3.9.5 (tags/v3.9.5:0a7dcbd, May 3 2021, 17:27:52) [MSC v.1928 64 bit (AMD64)] on win32 +Type "help", "copyright", "credits" or "license" for more information. +>>> import colorizers +C:\Users\Vicky\AppData\Local\Programs\Python\Python39\lib\site-packages\scipy\__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.23.5 + warnings.warn(f"A NumPy version >={np_minversion} and <{np_maxversion}" +>>> ^Z + + +C:\Users\Vicky\Desktop\Repository\colorization>pip install "numpy>=1.16.5,<1.23.0" +Collecting numpy<1.23.0,>=1.16.5 + Downloading numpy-1.22.4-cp39-cp39-win_amd64.whl (14.7 MB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 14.7/14.7 MB 4.0 MB/s eta 0:00:00 +Installing collected packages: numpy + Attempting uninstall: numpy + Found existing installation: numpy 1.23.5 + Uninstalling numpy-1.23.5: + Successfully uninstalled numpy-1.23.5 +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. +tensorflow 2.5.0 requires numpy~=1.19.2, but you have numpy 1.22.4 which is incompatible. +instabot 0.117.0 requires requests-toolbelt>=0.9.1, but you have requests-toolbelt 0.7.0 which is incompatible. +Successfully installed numpy-1.22.4 +WARNING: There was an error checking the latest version of pip. + +C:\Users\Vicky\Desktop\Repository\colorization> +C:\Users\Vicky\Desktop\Repository\colorization>python +Python 3.9.5 (tags/v3.9.5:0a7dcbd, May 3 2021, 17:27:52) [MSC v.1928 64 bit (AMD64)] on win32 +Type "help", "copyright", "credits" or "license" for more information. +>>> import colorizers +>>> colorizer_eccv16 = colorizers.eccv16().eval() +Downloading: "https://colorizers.s3.us-east-2.amazonaws.com/colorization_release_v2-9b330a0b.pth" to C:\Users\Vicky/.cache\torch\hub\checkpoints\colorization_release_v2-9b330a0b.pth +100%|███████████████████████████████████| 123M/123M [00:50<00:00, 2.54MB/s] +>>> colorizer_siggraph17 = colorizers.siggraph17().eval() +Downloading: "https://colorizers.s3.us-east-2.amazonaws.com/siggraph17-df00044c.pth" to C:\Users\Vicky/.cache\torch\hub\checkpoints\siggraph17-df00044c.pth +100%|███████████████████████████████████| 130M/130M [00:31<00:00, 4.39MB/s] +>>> ^Z + + +C:\Users\Vicky\Desktop\Repository\colorization>python demo_release.py -i imgs/ansel_adams3.jpg +C:\Users\Vicky\AppData\Local\Programs\Python\Python39\lib\site-packages\skimage\_shared\utils.py:394: UserWarning: Color data out of range: Z < 0 in 367 pixels + return func(*args, **kwargs) +C:\Users\Vicky\AppData\Local\Programs\Python\Python39\lib\site-packages\skimage\_shared\utils.py:394: UserWarning: Color data out of range: Z < 0 in 33 pixels + return func(*args, **kwargs) + +C:\Users\Vicky\Desktop\Repository\colorization>python demo_release.py -i imgs/pexels-pixabay-276374.jpg +Traceback (most recent call last): + File "C:\Users\Vicky\AppData\Local\Programs\Python\Python39\lib\site-packages\matplotlib\cbook\__init__.py", line 307, in process + func(*args, **kwargs) + File "C:\Users\Vicky\AppData\Local\Programs\Python\Python39\lib\site-packages\matplotlib\backend_bases.py", line 3290, in + "close_event", lambda e: manager.destroy()) + File "C:\Users\Vicky\AppData\Local\Programs\Python\Python39\lib\site-packages\matplotlib\backends\_backend_tk.py", line 529, in destroy + self._window_dpi.trace_remove('write', self._window_dpi_cbname) + File "C:\Users\Vicky\AppData\Local\Programs\Python\Python39\lib\tkinter\__init__.py", line 430, in trace_remove + self._tk.deletecommand(cbname) +_tkinter.TclError: can't delete Tcl command + +C:\Users\Vicky\Desktop\Repository\colorization>python demo_release.py -i imgs/input bw.jpg +usage: demo_release.py [-h] [-i IMG_PATH] [--use_gpu] [-o SAVE_PREFIX] +demo_release.py: error: unrecognized arguments: bw.jpg + +C:\Users\Vicky\Desktop\Repository\colorization>python demo_release.py -i imgs/inputbw.jpg +C:\Users\Vicky\AppData\Local\Programs\Python\Python39\lib\site-packages\skimage\_shared\utils.py:394: UserWarning: Color data out of range: Z < 0 in 86 pixels + return func(*args, **kwargs) + +C:\Users\Vicky\Desktop\Repository\colorization> \ No newline at end of file diff --git a/extras/colorizers/__init__.py b/extras/colorizers/__init__.py new file mode 100644 index 00000000..058dfb3b --- /dev/null +++ b/extras/colorizers/__init__.py @@ -0,0 +1,6 @@ + +from .base_color import * +from .eccv16 import * +from .siggraph17 import * +from .util import * + diff --git a/extras/colorizers/__pycache__/__init__.cpython-37.pyc b/extras/colorizers/__pycache__/__init__.cpython-37.pyc new file mode 100644 index 00000000..c6b5fbc7 Binary files /dev/null and b/extras/colorizers/__pycache__/__init__.cpython-37.pyc differ diff --git a/extras/colorizers/__pycache__/__init__.cpython-39.pyc b/extras/colorizers/__pycache__/__init__.cpython-39.pyc new file mode 100644 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a/extras/colorizers/__pycache__/util.cpython-39.pyc b/extras/colorizers/__pycache__/util.cpython-39.pyc new file mode 100644 index 00000000..8bd00746 Binary files /dev/null and b/extras/colorizers/__pycache__/util.cpython-39.pyc differ diff --git a/extras/colorizers/base_color.py b/extras/colorizers/base_color.py new file mode 100644 index 00000000..00beb39e --- /dev/null +++ b/extras/colorizers/base_color.py @@ -0,0 +1,24 @@ + +import torch +from torch import nn + +class BaseColor(nn.Module): + def __init__(self): + super(BaseColor, self).__init__() + + self.l_cent = 50. + self.l_norm = 100. + self.ab_norm = 110. + + def normalize_l(self, in_l): + return (in_l-self.l_cent)/self.l_norm + + def unnormalize_l(self, in_l): + return in_l*self.l_norm + self.l_cent + + def normalize_ab(self, in_ab): + return in_ab/self.ab_norm + + def unnormalize_ab(self, in_ab): + return in_ab*self.ab_norm + diff --git a/extras/colorizers/eccv16.py b/extras/colorizers/eccv16.py new file mode 100644 index 00000000..896ed477 --- /dev/null +++ b/extras/colorizers/eccv16.py @@ -0,0 +1,105 @@ + +import torch +import torch.nn as nn +import numpy as np +from IPython import embed + +from .base_color import * + +class ECCVGenerator(BaseColor): + def __init__(self, norm_layer=nn.BatchNorm2d): + super(ECCVGenerator, self).__init__() + + model1=[nn.Conv2d(1, 64, kernel_size=3, stride=1, padding=1, bias=True),] + model1+=[nn.ReLU(True),] + model1+=[nn.Conv2d(64, 64, kernel_size=3, stride=2, padding=1, bias=True),] + model1+=[nn.ReLU(True),] + model1+=[norm_layer(64),] + + model2=[nn.Conv2d(64, 128, kernel_size=3, stride=1, padding=1, bias=True),] + model2+=[nn.ReLU(True),] + model2+=[nn.Conv2d(128, 128, kernel_size=3, stride=2, padding=1, bias=True),] + model2+=[nn.ReLU(True),] + model2+=[norm_layer(128),] + + model3=[nn.Conv2d(128, 256, kernel_size=3, stride=1, padding=1, bias=True),] + model3+=[nn.ReLU(True),] + model3+=[nn.Conv2d(256, 256, kernel_size=3, stride=1, padding=1, bias=True),] + model3+=[nn.ReLU(True),] + model3+=[nn.Conv2d(256, 256, kernel_size=3, stride=2, padding=1, bias=True),] + model3+=[nn.ReLU(True),] + model3+=[norm_layer(256),] + + model4=[nn.Conv2d(256, 512, kernel_size=3, stride=1, padding=1, bias=True),] + model4+=[nn.ReLU(True),] + model4+=[nn.Conv2d(512, 512, kernel_size=3, stride=1, padding=1, bias=True),] + model4+=[nn.ReLU(True),] + model4+=[nn.Conv2d(512, 512, kernel_size=3, stride=1, padding=1, bias=True),] + model4+=[nn.ReLU(True),] + model4+=[norm_layer(512),] + + model5=[nn.Conv2d(512, 512, kernel_size=3, dilation=2, stride=1, padding=2, bias=True),] + model5+=[nn.ReLU(True),] + model5+=[nn.Conv2d(512, 512, kernel_size=3, dilation=2, stride=1, padding=2, bias=True),] + model5+=[nn.ReLU(True),] + model5+=[nn.Conv2d(512, 512, kernel_size=3, dilation=2, stride=1, padding=2, bias=True),] + model5+=[nn.ReLU(True),] + model5+=[norm_layer(512),] + + model6=[nn.Conv2d(512, 512, kernel_size=3, dilation=2, stride=1, padding=2, bias=True),] + model6+=[nn.ReLU(True),] + model6+=[nn.Conv2d(512, 512, kernel_size=3, dilation=2, stride=1, padding=2, bias=True),] + model6+=[nn.ReLU(True),] + model6+=[nn.Conv2d(512, 512, kernel_size=3, dilation=2, stride=1, padding=2, bias=True),] + model6+=[nn.ReLU(True),] + model6+=[norm_layer(512),] + + model7=[nn.Conv2d(512, 512, kernel_size=3, stride=1, padding=1, bias=True),] + model7+=[nn.ReLU(True),] + model7+=[nn.Conv2d(512, 512, kernel_size=3, stride=1, padding=1, bias=True),] + model7+=[nn.ReLU(True),] + model7+=[nn.Conv2d(512, 512, kernel_size=3, stride=1, padding=1, bias=True),] + model7+=[nn.ReLU(True),] + model7+=[norm_layer(512),] + + model8=[nn.ConvTranspose2d(512, 256, kernel_size=4, stride=2, padding=1, bias=True),] + model8+=[nn.ReLU(True),] + model8+=[nn.Conv2d(256, 256, kernel_size=3, stride=1, padding=1, bias=True),] + model8+=[nn.ReLU(True),] + model8+=[nn.Conv2d(256, 256, kernel_size=3, stride=1, padding=1, bias=True),] + model8+=[nn.ReLU(True),] + + model8+=[nn.Conv2d(256, 313, kernel_size=1, stride=1, padding=0, bias=True),] + + self.model1 = nn.Sequential(*model1) + self.model2 = nn.Sequential(*model2) + self.model3 = nn.Sequential(*model3) + self.model4 = nn.Sequential(*model4) + self.model5 = nn.Sequential(*model5) + self.model6 = nn.Sequential(*model6) + self.model7 = nn.Sequential(*model7) + self.model8 = nn.Sequential(*model8) + + self.softmax = nn.Softmax(dim=1) + self.model_out = nn.Conv2d(313, 2, kernel_size=1, padding=0, dilation=1, stride=1, bias=False) + self.upsample4 = nn.Upsample(scale_factor=4, mode='bilinear') + + def forward(self, input_l): + conv1_2 = self.model1(self.normalize_l(input_l)) + conv2_2 = self.model2(conv1_2) + conv3_3 = self.model3(conv2_2) + conv4_3 = self.model4(conv3_3) + conv5_3 = self.model5(conv4_3) + conv6_3 = self.model6(conv5_3) + conv7_3 = self.model7(conv6_3) + conv8_3 = self.model8(conv7_3) + out_reg = self.model_out(self.softmax(conv8_3)) + + return self.unnormalize_ab(self.upsample4(out_reg)) + +def eccv16(pretrained=True): + model = ECCVGenerator() + if(pretrained): + import torch.utils.model_zoo as model_zoo + model.load_state_dict(model_zoo.load_url('https://colorizers.s3.us-east-2.amazonaws.com/colorization_release_v2-9b330a0b.pth',map_location='cpu',check_hash=True)) + return model diff --git a/extras/colorizers/siggraph17.py b/extras/colorizers/siggraph17.py new file mode 100644 index 00000000..775a23f2 --- /dev/null +++ b/extras/colorizers/siggraph17.py @@ -0,0 +1,168 @@ +import torch +import torch.nn as nn + +from .base_color import * + +class SIGGRAPHGenerator(BaseColor): + def __init__(self, norm_layer=nn.BatchNorm2d, classes=529): + super(SIGGRAPHGenerator, self).__init__() + + # Conv1 + model1=[nn.Conv2d(4, 64, kernel_size=3, stride=1, padding=1, bias=True),] + model1+=[nn.ReLU(True),] + model1+=[nn.Conv2d(64, 64, kernel_size=3, stride=1, padding=1, bias=True),] + model1+=[nn.ReLU(True),] + model1+=[norm_layer(64),] + # add a subsampling operation + + # Conv2 + model2=[nn.Conv2d(64, 128, kernel_size=3, stride=1, padding=1, bias=True),] + model2+=[nn.ReLU(True),] + model2+=[nn.Conv2d(128, 128, kernel_size=3, stride=1, padding=1, bias=True),] + model2+=[nn.ReLU(True),] + model2+=[norm_layer(128),] + # add a subsampling layer operation + + # Conv3 + model3=[nn.Conv2d(128, 256, kernel_size=3, stride=1, padding=1, bias=True),] + model3+=[nn.ReLU(True),] + model3+=[nn.Conv2d(256, 256, kernel_size=3, stride=1, padding=1, bias=True),] + model3+=[nn.ReLU(True),] + model3+=[nn.Conv2d(256, 256, kernel_size=3, stride=1, padding=1, bias=True),] + model3+=[nn.ReLU(True),] + model3+=[norm_layer(256),] + # add a subsampling layer operation + + # Conv4 + model4=[nn.Conv2d(256, 512, kernel_size=3, stride=1, padding=1, bias=True),] + model4+=[nn.ReLU(True),] + model4+=[nn.Conv2d(512, 512, kernel_size=3, stride=1, padding=1, bias=True),] + model4+=[nn.ReLU(True),] + model4+=[nn.Conv2d(512, 512, kernel_size=3, stride=1, padding=1, bias=True),] + model4+=[nn.ReLU(True),] + model4+=[norm_layer(512),] + + # Conv5 + model5=[nn.Conv2d(512, 512, kernel_size=3, dilation=2, stride=1, padding=2, bias=True),] + model5+=[nn.ReLU(True),] + model5+=[nn.Conv2d(512, 512, kernel_size=3, dilation=2, stride=1, padding=2, bias=True),] + model5+=[nn.ReLU(True),] + model5+=[nn.Conv2d(512, 512, kernel_size=3, dilation=2, stride=1, padding=2, bias=True),] + model5+=[nn.ReLU(True),] + model5+=[norm_layer(512),] + + # Conv6 + model6=[nn.Conv2d(512, 512, kernel_size=3, dilation=2, stride=1, padding=2, bias=True),] + model6+=[nn.ReLU(True),] + model6+=[nn.Conv2d(512, 512, kernel_size=3, dilation=2, stride=1, padding=2, bias=True),] + model6+=[nn.ReLU(True),] + model6+=[nn.Conv2d(512, 512, kernel_size=3, dilation=2, stride=1, padding=2, bias=True),] + model6+=[nn.ReLU(True),] + model6+=[norm_layer(512),] + + # Conv7 + model7=[nn.Conv2d(512, 512, kernel_size=3, stride=1, padding=1, bias=True),] + model7+=[nn.ReLU(True),] + model7+=[nn.Conv2d(512, 512, kernel_size=3, stride=1, padding=1, bias=True),] + model7+=[nn.ReLU(True),] + model7+=[nn.Conv2d(512, 512, kernel_size=3, stride=1, padding=1, bias=True),] + model7+=[nn.ReLU(True),] + model7+=[norm_layer(512),] + + # Conv7 + model8up=[nn.ConvTranspose2d(512, 256, kernel_size=4, stride=2, padding=1, bias=True)] + model3short8=[nn.Conv2d(256, 256, kernel_size=3, stride=1, padding=1, bias=True),] + + model8=[nn.ReLU(True),] + model8+=[nn.Conv2d(256, 256, kernel_size=3, stride=1, padding=1, bias=True),] + model8+=[nn.ReLU(True),] + model8+=[nn.Conv2d(256, 256, kernel_size=3, stride=1, padding=1, bias=True),] + model8+=[nn.ReLU(True),] + model8+=[norm_layer(256),] + + # Conv9 + model9up=[nn.ConvTranspose2d(256, 128, kernel_size=4, stride=2, padding=1, bias=True),] + model2short9=[nn.Conv2d(128, 128, kernel_size=3, stride=1, padding=1, bias=True),] + # add the two feature maps above + + model9=[nn.ReLU(True),] + model9+=[nn.Conv2d(128, 128, kernel_size=3, stride=1, padding=1, bias=True),] + model9+=[nn.ReLU(True),] + model9+=[norm_layer(128),] + + # Conv10 + model10up=[nn.ConvTranspose2d(128, 128, kernel_size=4, stride=2, padding=1, bias=True),] + model1short10=[nn.Conv2d(64, 128, kernel_size=3, stride=1, padding=1, bias=True),] + # add the two feature maps above + + model10=[nn.ReLU(True),] + model10+=[nn.Conv2d(128, 128, kernel_size=3, dilation=1, stride=1, padding=1, bias=True),] + model10+=[nn.LeakyReLU(negative_slope=.2),] + + # classification output + model_class=[nn.Conv2d(256, classes, kernel_size=1, padding=0, dilation=1, stride=1, bias=True),] + + # regression output + model_out=[nn.Conv2d(128, 2, kernel_size=1, padding=0, dilation=1, stride=1, bias=True),] + model_out+=[nn.Tanh()] + + self.model1 = nn.Sequential(*model1) + self.model2 = nn.Sequential(*model2) + self.model3 = nn.Sequential(*model3) + self.model4 = nn.Sequential(*model4) + self.model5 = nn.Sequential(*model5) + self.model6 = nn.Sequential(*model6) + self.model7 = nn.Sequential(*model7) + self.model8up = nn.Sequential(*model8up) + self.model8 = nn.Sequential(*model8) + self.model9up = nn.Sequential(*model9up) + self.model9 = nn.Sequential(*model9) + self.model10up = nn.Sequential(*model10up) + self.model10 = nn.Sequential(*model10) + self.model3short8 = nn.Sequential(*model3short8) + self.model2short9 = nn.Sequential(*model2short9) + self.model1short10 = nn.Sequential(*model1short10) + + self.model_class = nn.Sequential(*model_class) + self.model_out = nn.Sequential(*model_out) + + self.upsample4 = nn.Sequential(*[nn.Upsample(scale_factor=4, mode='bilinear'),]) + self.softmax = nn.Sequential(*[nn.Softmax(dim=1),]) + + def forward(self, input_A, input_B=None, mask_B=None): + if(input_B is None): + input_B = torch.cat((input_A*0, input_A*0), dim=1) + if(mask_B is None): + mask_B = input_A*0 + + conv1_2 = self.model1(torch.cat((self.normalize_l(input_A),self.normalize_ab(input_B),mask_B),dim=1)) + conv2_2 = self.model2(conv1_2[:,:,::2,::2]) + conv3_3 = self.model3(conv2_2[:,:,::2,::2]) + conv4_3 = self.model4(conv3_3[:,:,::2,::2]) + conv5_3 = self.model5(conv4_3) + conv6_3 = self.model6(conv5_3) + conv7_3 = self.model7(conv6_3) + + conv8_up = self.model8up(conv7_3) + self.model3short8(conv3_3) + conv8_3 = self.model8(conv8_up) + conv9_up = self.model9up(conv8_3) + self.model2short9(conv2_2) + conv9_3 = self.model9(conv9_up) + conv10_up = self.model10up(conv9_3) + self.model1short10(conv1_2) + conv10_2 = self.model10(conv10_up) + out_reg = self.model_out(conv10_2) + + conv9_up = self.model9up(conv8_3) + self.model2short9(conv2_2) + conv9_3 = self.model9(conv9_up) + conv10_up = self.model10up(conv9_3) + self.model1short10(conv1_2) + conv10_2 = self.model10(conv10_up) + out_reg = self.model_out(conv10_2) + + return self.unnormalize_ab(out_reg) + +def siggraph17(pretrained=True): + model = SIGGRAPHGenerator() + if(pretrained): + import torch.utils.model_zoo as model_zoo + model.load_state_dict(model_zoo.load_url('https://colorizers.s3.us-east-2.amazonaws.com/siggraph17-df00044c.pth',map_location='cpu',check_hash=True)) + return model + diff --git a/extras/colorizers/util.py b/extras/colorizers/util.py new file mode 100644 index 00000000..79968ba6 --- /dev/null +++ b/extras/colorizers/util.py @@ -0,0 +1,47 @@ + +from PIL import Image +import numpy as np +from skimage import color +import torch +import torch.nn.functional as F +from IPython import embed + +def load_img(img_path): + out_np = np.asarray(Image.open(img_path)) + if(out_np.ndim==2): + out_np = np.tile(out_np[:,:,None],3) + return out_np + +def resize_img(img, HW=(256,256), resample=3): + return np.asarray(Image.fromarray(img).resize((HW[1],HW[0]), resample=resample)) + +def preprocess_img(img_rgb_orig, HW=(256,256), resample=3): + # return original size L and resized L as torch Tensors + img_rgb_rs = resize_img(img_rgb_orig, HW=HW, resample=resample) + + img_lab_orig = color.rgb2lab(img_rgb_orig) + img_lab_rs = color.rgb2lab(img_rgb_rs) + + img_l_orig = img_lab_orig[:,:,0] + img_l_rs = img_lab_rs[:,:,0] + + tens_orig_l = torch.Tensor(img_l_orig)[None,None,:,:] + tens_rs_l = torch.Tensor(img_l_rs)[None,None,:,:] + + return (tens_orig_l, tens_rs_l) + +def postprocess_tens(tens_orig_l, out_ab, mode='bilinear'): + # tens_orig_l 1 x 1 x H_orig x W_orig + # out_ab 1 x 2 x H x W + + HW_orig = tens_orig_l.shape[2:] + HW = out_ab.shape[2:] + + # call resize function if needed + if(HW_orig[0]!=HW[0] or HW_orig[1]!=HW[1]): + out_ab_orig = F.interpolate(out_ab, size=HW_orig, mode='bilinear') + else: + out_ab_orig = out_ab + + out_lab_orig = torch.cat((tens_orig_l, out_ab_orig), dim=1) + return color.lab2rgb(out_lab_orig.data.cpu().numpy()[0,...].transpose((1,2,0))) diff --git a/demo_release.py b/extras/demo_release.py similarity index 100% rename from demo_release.py rename to extras/demo_release.py diff --git a/imgs/.DS_Store b/extras/imgs/.DS_Store similarity 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b/extras/imgs_out/pexels-pixabay-276374 saved_siggraph17.png new file mode 100644 index 00000000..9b080842 Binary files /dev/null and b/extras/imgs_out/pexels-pixabay-276374 saved_siggraph17.png differ diff --git a/imgs_out/saved_eccv16.png b/extras/imgs_out/saved_eccv16.png similarity index 100% rename from imgs_out/saved_eccv16.png rename to extras/imgs_out/saved_eccv16.png diff --git a/imgs_out/saved_siggraph17.png b/extras/imgs_out/saved_siggraph17.png similarity index 100% rename from imgs_out/saved_siggraph17.png rename to extras/imgs_out/saved_siggraph17.png diff --git a/extras/imgs_out/test.png b/extras/imgs_out/test.png new file mode 100644 index 00000000..4a5ffd10 Binary files /dev/null and b/extras/imgs_out/test.png differ diff --git a/extras/testing.py b/extras/testing.py new file mode 100644 index 00000000..4f72c694 --- /dev/null +++ b/extras/testing.py @@ -0,0 +1,58 @@ + +# python video_colorization.py -i input.jpg -o output.jpg + +import argparse +import matplotlib.pyplot as plt + +from colorizers import * + +parser = argparse.ArgumentParser() +parser.add_argument('-i','--img_path', type=str, default='imgs/ansel_adams3.jpg') +parser.add_argument('--use_gpu', action='store_true', help='whether to use GPU') +parser.add_argument('-o','--save_prefix', type=str, default='saved', help='will save into this file with {eccv16.png, siggraph17.png} suffixes') +opt = parser.parse_args() + +# load colorizers +colorizer_eccv16 = eccv16(pretrained=True).eval() +colorizer_siggraph17 = siggraph17(pretrained=True).eval() +if(opt.use_gpu): + colorizer_eccv16.cuda() + colorizer_siggraph17.cuda() + +# default size to process images is 256x256 +# grab L channel in both original ("orig") and resized ("rs") resolutions +img = load_img('imgs/%s'%opt.img_path) +(tens_l_orig, tens_l_rs) = preprocess_img(img, HW=(256,256)) +if(opt.use_gpu): + tens_l_rs = tens_l_rs.cuda() + +# colorizer outputs 256x256 ab map +# resize and concatenate to original L channel +img_bw = postprocess_tens(tens_l_orig, torch.cat((0*tens_l_orig,0*tens_l_orig),dim=1)) +out_img_eccv16 = postprocess_tens(tens_l_orig, colorizer_eccv16(tens_l_rs).cpu()) +out_img_siggraph17 = postprocess_tens(tens_l_orig, colorizer_siggraph17(tens_l_rs).cpu()) + +plt.imsave('imgs_out/%s_eccv16.png'%opt.save_prefix, out_img_eccv16) +plt.imsave('imgs_out/%s_siggraph17.png'%opt.save_prefix, out_img_siggraph17) + +plt.figure(figsize=(12,8)) +plt.subplot(2,2,1) +plt.imshow(img) +plt.title('Original') +plt.axis('off') + +plt.subplot(2,2,2) +plt.imshow(img_bw) +plt.title('Input') +plt.axis('off') + +plt.subplot(2,2,3) +plt.imshow(out_img_eccv16) +plt.title('Output (ECCV 16)') +plt.axis('off') + +plt.subplot(2,2,4) +plt.imshow(out_img_siggraph17) +plt.title('Output (SIGGRAPH 17)') +plt.axis('off') +plt.show() diff --git a/requirements.txt b/requirements.txt index f86e0b05..cef534a2 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,6 +1,6 @@ torch skimage -numpy +numpy>=1.16.5,<1.23.0 matplotlib argparse PIL \ No newline at end of file diff --git a/vid/coloured video - jane kha mera jigar gya ji.mp4 b/vid/coloured video - jane kha mera jigar gya ji.mp4 new file mode 100644 index 00000000..eba61840 Binary files /dev/null and b/vid/coloured video - jane kha mera jigar gya ji.mp4 differ diff --git a/vid/oldsong.mp4 b/vid/oldsong.mp4 new file mode 100644 index 00000000..39ef6605 Binary files /dev/null and b/vid/oldsong.mp4 differ diff --git a/vid_out/000000.jpg b/vid_out/000000.jpg new file mode 100644 index 00000000..70c613d2 Binary files /dev/null and b/vid_out/000000.jpg differ diff --git a/vid_out/000001.jpg b/vid_out/000001.jpg new file mode 100644 index 00000000..9bc3d919 Binary files /dev/null and b/vid_out/000001.jpg differ diff --git a/vid_out/000002.jpg b/vid_out/000002.jpg new file mode 100644 index 00000000..72aab9ed Binary files /dev/null and b/vid_out/000002.jpg differ diff --git a/vid_out/000003.jpg b/vid_out/000003.jpg new file mode 100644 index 00000000..ff7ad773 Binary files /dev/null and b/vid_out/000003.jpg differ diff --git a/vid_out/000004.jpg b/vid_out/000004.jpg new file mode 100644 index 00000000..52335ef2 Binary files /dev/null and b/vid_out/000004.jpg differ diff --git a/vid_out/000005.jpg b/vid_out/000005.jpg new file mode 100644 index 00000000..120a1c58 Binary files /dev/null and b/vid_out/000005.jpg differ diff --git a/vid_out/000006.jpg b/vid_out/000006.jpg new file mode 100644 index 00000000..7b9adfbe Binary files /dev/null and b/vid_out/000006.jpg differ diff --git a/vid_out/000007.jpg b/vid_out/000007.jpg new file mode 100644 index 00000000..70c19188 Binary files /dev/null and b/vid_out/000007.jpg differ diff --git a/vid_out/000008.jpg b/vid_out/000008.jpg new file mode 100644 index 00000000..2a189344 Binary files /dev/null and b/vid_out/000008.jpg differ diff --git a/vid_out/000009.jpg b/vid_out/000009.jpg new file mode 100644 index 00000000..609c5730 Binary files /dev/null and b/vid_out/000009.jpg differ diff --git a/vid_out/000010.jpg b/vid_out/000010.jpg new file mode 100644 index 00000000..bbd39282 Binary files /dev/null and b/vid_out/000010.jpg differ diff --git a/vid_out/000011.jpg b/vid_out/000011.jpg new file mode 100644 index 00000000..e6f6b931 Binary files /dev/null and b/vid_out/000011.jpg differ diff --git a/vid_out/000012.jpg b/vid_out/000012.jpg new file mode 100644 index 00000000..fdd5bd27 Binary files /dev/null and b/vid_out/000012.jpg differ diff --git a/vid_out/000013.jpg b/vid_out/000013.jpg new file mode 100644 index 00000000..29f444ef Binary files /dev/null and b/vid_out/000013.jpg differ diff --git a/vid_out/000014.jpg b/vid_out/000014.jpg new file mode 100644 index 00000000..4d9a0c4f Binary files /dev/null and b/vid_out/000014.jpg differ diff --git a/vid_out/000015.jpg b/vid_out/000015.jpg new file mode 100644 index 00000000..6d3e7ffe Binary files /dev/null and b/vid_out/000015.jpg differ diff --git a/vid_out/000016.jpg b/vid_out/000016.jpg new file mode 100644 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100644 index 00000000..3be052fc --- /dev/null +++ b/video_colorization.py @@ -0,0 +1,142 @@ + +import argparse, os, cv2, time +import matplotlib.pyplot as plt +from colorizers import * +from PIL import Image +from moviepy.editor import VideoFileClip, AudioFileClip +import moviepy.video.fx.all as vfx + +# step 1 +# video into frame +# # https://stackoverflow.com/questions/33311153/python-extracting-and-saving-video-frames/33399711#33399711 + +vidcap = cv2.VideoCapture('vid/oldsong.mp4') +success,image = vidcap.read() +count = 0 + +while success: + cv2.imwrite(f"vid_out/{str(count).zfill(6)}.jpg", image) # save frame as JPEG file + success,image = vidcap.read() + print('Read a new frame: ', success) + count += 1 + +# --------------------------------- + +# step 2 +# # python video_colorization.py -i input.jpg -o output.jpg + +def magic(input_path, output_path): + parser = argparse.ArgumentParser() + parser.add_argument('--use_gpu', action='store_true', help='whether to use GPU') + opt = parser.parse_args() + + colorizer_eccv16 = eccv16(pretrained=True).eval() + colorizer_siggraph17 = siggraph17(pretrained=True).eval() + if(opt.use_gpu): + colorizer_eccv16.cuda() + colorizer_siggraph17.cuda() + + img = load_img(input_path) + (tens_l_orig, tens_l_rs) = preprocess_img(img, HW=(256,256)) + if(opt.use_gpu): + tens_l_rs = tens_l_rs.cuda() + + img_bw = postprocess_tens(tens_l_orig, torch.cat((0*tens_l_orig,0*tens_l_orig), dim=1)) + out_img_eccv16 = postprocess_tens(tens_l_orig, colorizer_eccv16(tens_l_rs).cpu()) + plt.imsave(output_path, out_img_eccv16) + + # out_img_siggraph17 = postprocess_tens(tens_l_orig, colorizer_siggraph17(tens_l_rs).cpu()) + # plt.imsave(output_path, out_img_siggraph17) + +images = [img for img in os.listdir('vid_out') + if img.endswith(".jpg") or + img.endswith(".jpeg") or + img.endswith("png")] + +for i in images: + magic(f'vid_out/{i}', f'bw_vid_out/{i}') + +# ------------------------------ + +# step 3 +# merge frame into video +# https://www.geeksforgeeks.org/python-create-video-using-multiple-images-using-opencv/ + +mean_height = 0 +mean_width = 0 + +path = 'bw_vid_out' +num_of_images = len(os.listdir('bw_vid_out')) +print(f'num_of_images = {num_of_images}') + +for file in os.listdir('bw_vid_out'): + im = Image.open(os.path.join(path, file)) + width, height = im.size + mean_width += width + mean_height += height + +mean_width = int(mean_width / num_of_images) +mean_height = int(mean_height / num_of_images) + +for file in os.listdir('bw_vid_out'): + if file.endswith(".jpg") or file.endswith(".jpeg") or file.endswith("png"): + im = Image.open(os.path.join(path, file)) + + width, height = im.size + imResize = im.resize((mean_width, mean_height), Image.ANTIALIAS) + imResize.save(os.path.join(path, file), 'JPEG', quality = 95) + print(im.filename.split('\\')[-1], " is resized") + +def generate_video(): + image_folder = 'bw_vid_out' + video_name = 'mygeneratedvideo.avi' + + images = [img for img in os.listdir(image_folder) + if img.endswith(".jpg") or + img.endswith(".jpeg") or + img.endswith("png")] + + frame = cv2.imread(os.path.join(image_folder, images[0])) + height, width, layers = frame.shape + video = cv2.VideoWriter(os.path.join('vid', video_name), 0, 1, (width, height)) + + for image in images: + video.write(cv2.imread(os.path.join(image_folder, image))) + + cv2.destroyAllWindows() + video.release() + +generate_video() + +# ----------------------------------- + +# waiting + +# print("Print now") +# time.sleep(2) +# print("Printing after 2 seconds") + +# ---------------------------------------- + +# move file + +# try: +# os.replace("mygeneratedvideo.avi", "vid/mygeneratedvideo.avi") +# except: +# pass + +# --------------------------------- + +# video speed change +# https://stackoverflow.com/questions/63631973/how-can-i-use-python-to-speed-up-a-video-without-dropping-frames/63632689#63632689 + +# in_loc = 'vid/mygeneratedvideo.avi' +# out_loc = 'vid/final.mp4' + +# clip = VideoFileClip(in_loc) +# clip = clip.set_fps(clip.fps * 30) +# final = clip.fx(vfx.speedx, 30) + +# audioclip = AudioFileClip("vid/oldsong.mp4") +# videoclip = final.set_audio(audioclip) +# videoclip.write_videofile(out_loc)