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