|
|
| .. 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 |
|
|
