Видеокурсы по Computer Vision и Бибилиотеке OpenCV на английском языке


[Jose Portilla] Python for Computer Vision with OpenCV and Deep Learning [ENG]

https://www.udemy.com/course/python-for-computer-vision-with-opencv-and-deep-learning/


Курс показался скучноватым и неинтересным


Исходники:

https://github.com/matematika-org/Python-for-Computer-Vision-with-OpenCV-and-Deep-Learning


https://github.com/matematika-org/CATS_DOGS


Презентации::

https://drive.google.com/drive/folders/1aCE-1dmPy-KUGQ9C99kx35U8tkpAnrCp


Какие-то пакеты установлены не будут. Все норм. Пока разбираться, что нужно, а что нет желания совсем нет. Паеты взяты из файла конфигурации для анаконды, которые лежат в исходных кодах.

$ {
    pip install --upgrade bzip2
    pip install --upgrade cairo
    pip install --upgrade fontconfig
    pip install --upgrade freetype
    pip install --upgrade gettext
    pip install --upgrade glib
    pip install --upgrade graphite2
    pip install --upgrade harfbuzz
    pip install --upgrade icu
    pip install --upgrade jpeg
    pip install --upgrade jupyterlab_launcher
    pip install --upgrade libiconv
    pip install --upgrade libpng
    pip install --upgrade libtiff
    pip install --upgrade libxml2
    pip install --upgrade pcre
    pip install --upgrade pixman
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    pip install --upgrade conda-env
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    pip install --upgrade jedi
    pip install --upgrade jinja2
    pip install --upgrade jsonschema
    pip install --upgrade jupyter
    pip install --upgrade jupyter_client
    pip install --upgrade jupyter_console
    pip install --upgrade jupyter_core
    pip install --upgrade jupyterlab
    pip install --upgrade keras
    pip install --upgrade keras-applications
    pip install --upgrade keras-base
    pip install --upgrade keras-preprocessing
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    pip install --upgrade python
    pip install --upgrade python-dateutil
    pip install --upgrade pytz
    pip install --upgrade pyyaml
    pip install --upgrade pyzmq
    pip install --upgrade qt
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    pip install --upgrade six
    pip install --upgrade sqlite
    pip install --upgrade tensorboard
    pip install --upgrade tensorflow
    pip install --upgrade tensorflow-base
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    pip install --upgrade tk
    pip install --upgrade tornado
    pip install --upgrade traitlets
    pip install --upgrade twisted
    pip install --upgrade urllib3
    pip install --upgrade wcwidth
    pip install --upgrade webencodings
    pip install --upgrade werkzeug
    pip install --upgrade wheel
    pip install --upgrade widgetsnbextension
    pip install --upgrade xz
    pip install --upgrade yaml
    pip install --upgrade zeromq5
    pip install --upgrade zlib
    pip install --upgrade zope
    pip install --upgrade zope.interface
    pip install --upgrade tbb
}


Примеры

Convolutional Neural Networks for Image Classificationы https://github.com/matematika-org/Python-for-Computer-Vision-with-OpenCV-and-Deep-Learning/blob/master/06-Deep-Learning-Computer-Vision/01-Keras-CNN-MNIST.ipynb

CIFAR-10 Multiple Classes https://github.com/matematika-org/Python-for-Computer-Vision-with-OpenCV-and-Deep-Learning/blob/master/06-Deep-Learning-Computer-Vision/02-Keras-CNN-CIFAR-10.ipynb

Классификация кошек и собак: https://github.com/matematika-org/Python-for-Computer-Vision-with-OpenCV-and-Deep-Learning/blob/master/06-Deep-Learning-Computer-Vision/03-Deep-Learning-Custom-Images.ipynb

DataSet c котиками и собаками https://github.com/matematika-org/CATS_DOGS

YOLO v3 Object Detection (На картинке находит объекты, обводит их в квадрат и присваивает метки) https://github.com/matematika-org/Python-for-Computer-Vision-with-OpenCV-and-Deep-Learning/blob/master/06-Deep-Learning-Computer-Vision/06-YOLOv3/06-YOLO-Object-Detection.ipynb

Считает количество пальцев, которые показывает человек на камеру https://github.com/matematika-org/Python-for-Computer-Vision-with-OpenCV-and-Deep-Learning/tree/master/07-Capstone-Project


Hands-on Computer Vision with PyTorch 1.x: Implement state-of-the art CV models in modern Pytorch