File size: 3,181 Bytes
36c95ba |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 |
.. 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) # BxN
>>> scores = logits.argmax(-1) # B
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/#kornia>
.. 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
|