Kornia Computer Vision Library for PyTorch
Kornia Computer Vision Library for PyTorch
Kornia: an Open Source Differentiable Computer Vision Library for PyTorch
OpenCV article https://opencv.org/kornia-an-open-source-differentiable-computer-vision-library-for-pytorch
Guide To Kornia: An OpenCV-inspired PyTorch Framework
Analytics India Magazine https://analyticsindiamag.com/guide-to-kornia-an-opencv-inspired-pytorch-framework
Kornia is an open-source Python library inspired by OpenCV designed to handle generic Computer Vision tasks.
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Kornia leverages PyTorch library at its backend ... comprises a subset of packages having operators that act as an input to neural networks for performing a wide range of tasks such as image transformations, depth estimation, epipolar geometry, filtering and edge-detection applicable on high-dimensional tensors. ... several standard deep learning functions can be implemented on GPUs using Kornia.
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Though solely based on traditional CV solutions like torchvision, tf.image, PIL and skimage, it enables differentiable programming for CV applications by utilizing the crucial properties of PyTorch like GPU hardware acceleration, differentiability and distributed data-flows.
Kornia - Computer Vision 2.0 - Let the pixels backprop to the future
Kornia Web site https://kornia.github.io
Kornia: an Open Source Differentiable Computer Vision Library for PyTorch
arXiv paper abstract https://arxiv.org/abs/1910.02190
arXiv PDF paper https://arxiv.org/pdf/1910.02190.pdf
Kornia PyPI registry https://pypi.org/project/kornia
Kornia GitHub https://github.com/kornia/kornia
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