| Highlighted Features | |
| ==================== | |
| .. image:: https://github.com/kornia/data/raw/main/kornia_paper_mosaic.png | |
| :align: center | |
| At a granular level, Kornia is a library that consists of the following components: | |
| +-----------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+ | |
| | **Component** | **Description** | | |
| +-----------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+ | |
| | `kornia <https://kornia.readthedocs.io/en/latest/index.html>`_ | a Differentiable Computer Vision library like OpenCV, with strong GPU support | | |
| +-----------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+ | |
| | `kornia.augmentation <https://kornia.readthedocs.io/en/latest/augmentation.html>`_| a module to perform data augmentation in the GPU | | |
| +-----------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+ | |
| | `kornia.color <https://kornia.readthedocs.io/en/latest/color.html>`_ | a set of routines to perform color space conversions | | |
| +-----------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+ | |
| | `kornia.contrib <https://kornia.readthedocs.io/en/latest/contrib.html>`_ | a compilation of user contrib and experimental operators | | |
| +-----------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+ | |
| | `kornia.feature <https://kornia.readthedocs.io/en/latest/feature.html>`_ | a module to perform feature detection | | |
| +-----------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+ | |
| | `kornia.filters <https://kornia.readthedocs.io/en/latest/filters.html>`_ | a module to perform image filtering and edge detection | | |
| +-----------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+ | |
| | `kornia.geometry <https://kornia.readthedocs.io/en/latest/geometry.html>`_ | a geometric computer vision library to perform image transformations, 3D linear algebra and conversions using different camera models | | |
| +-----------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+ | |
| | `kornia.losses <https://kornia.readthedocs.io/en/latest/losses.html>`_ | a stack of loss functions to solve different vision tasks | | |
| +-----------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+ | |
| | `kornia.morphology <https://kornia.readthedocs.io/en/latest/morphology.html>`_ | a module to perform morphological operations | | |
| +-----------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+ | |
| | `kornia.utils <https://kornia.readthedocs.io/en/latest/utils.html>`_ | image to tensor utilities and metrics for vision problems | | |
| +-----------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+ | |