| |
|
| | .. image:: https://github.com/kornia/data/raw/main/kornia_banner_pixie.png |
| | :align: center |
| |
|
| | State-of-the-art and curated Computer Vision algorithms for AI. |
| |
|
| | Kornia AI is on the mission to leverage and democratize the next generation of Computer Vision tools and Deep Learning libraries |
| | within the context of an Open Source community. |
| |
|
| | .. code:: python |
| |
|
| | >>> import kornia.geometry as K |
| | >>> registrator = K.ImageRegistrator('similarity') |
| | >>> model = registrator(img1, img2) |
| |
|
| | Ready to use with state-of-the art Deep Learning models: |
| |
|
| | .. code:: python |
| |
|
| | >>> import torch.nn as nn |
| | >>> import kornia.contrib as K |
| | >>> classifier = nn.Sequential( |
| | ... K.VisionTransformer(image_size=224, patch_size=16), |
| | ... K.ClassificationHead(num_classes=1000), |
| | ... ) |
| | >>> logits = classifier(img) |
| | >>> scores = logits.argmax(-1) |
| |
|
| | Join the community |
| | ------------------ |
| |
|
| | - Join our social network communities with 1.8k+ members: |
| | - `Twitter <https://twitter.com/kornia_foss>`_: we share the recent research and news for out mainstream community. |
| | - `Slack <https://join.slack.com/t/kornia/shared_invite/zt-csobk21g-CnydWe5fmvkcktIeRFGCEQ>`_: come to us and chat with our engineers and mentors to get support and resolve your questions. |
| | - `LibreCV <https://librecv.org>`_: its our Open Source and Machine Learning community forum. Come and have fun ! |
| | - Subscribe to our `YouTube channel <https://www.youtube.com/channel/UCI1SE1Ij2Fast5BSKxoa7Ag>`_ to get the latest video demos. |
| |
|
| | ---- |
| |
|
| | .. toctree:: |
| | :caption: GET STARTED |
| | :hidden: |
| |
|
| | get-started/introduction |
| | get-started/highlights |
| | get-started/installation |
| | get-started/about |
| | Tutorials <https://kornia-tutorials.readthedocs.io/en/latest/> |
| | get-started/training |
| | OpenCV AI Kit <https://docs.luxonis.com/en/latest/pages/tutorials/creating-custom-nn-models/ |
| |
|
| | .. toctree:: |
| | :caption: KORNIA APPLICATIONS |
| | :hidden: |
| |
|
| | applications/intro |
| | applications/image_augmentations |
| | applications/image_classification |
| | applications/image_matching |
| | applications/image_stitching |
| | applications/image_registration |
| | applications/semantic_segmentation |
| | applications/video_deblur |
| |
|
| | .. toctree:: |
| | :caption: KORNIA MODELS |
| | :hidden: |
| |
|
| | models/vit |
| | models/loftr |
| | models/defmo |
| | models/hardnet |
| | models/affnet |
| |
|
| |
|
| | .. toctree:: |
| | :caption: API REFERENCE |
| | :maxdepth: 2 |
| | :hidden: |
| |
|
| | augmentation |
| | color |
| | contrib |
| | enhance |
| | feature |
| | filters |
| | geometry |
| | losses |
| | metrics |
| | morphology |
| | tracking |
| | utils |
| | x |
| |
|
| | .. toctree:: |
| | :caption: SUPPORT |
| | :hidden: |
| |
|
| | Issue tracker <https://github.com/kornia/kornia/issues> |
| | Slack community <https://join.slack.com/t/kornia/shared_invite/zt-csobk21g-CnydWe5fmvkcktIeRFGCEQ> |
| | LibreCV community <https://librecv.org> |
| | Twitter @kornia_foss <https://twitter.com/kornia_foss> |
| | community/chinese |
| | Kornia Youtube <https://www.youtube.com/channel/UCI1SE1Ij2Fast5BSKxoa7Ag> |
| | Kornia LinkedIn <https://www.linkedin.com/company/kornia/> |
| | Kornia AI <https://kornia.org> |
| |
|
| | .. toctree:: |
| | :caption: COMMUNITY |
| | :hidden: |
| |
|
| | community/contribute |
| | community/faqs |
| | community/governance |
| | community/bibliography |
| |
|
