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Kornia
KorniaKornia
Image OptimizationWhat is Kornia?
It is a differentiable computer vision library for PyTorch. It consists of a set of routines and differentiable modules to solve generic computer vision problems. At its core, the package uses PyTorch as its main backend both for efficiency and to take advantage of the reverse-mode auto-differentiation to define and compute the gradient of complex functions.
Kornia is a tool in the Image Optimization category of a tech stack.
Key Features
Perform feature detectionPerform data augmentation in the GPUPerform image filtering and edge detectionDifferentiable computer vision library
Kornia Pros & Cons
Pros of Kornia
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Kornia Alternatives & Comparisons
What are some alternatives to Kornia?
OpenCV
OpenCV was designed for computational efficiency and with a strong focus on real-time applications. Written in optimized C/C++, the library can take advantage of multi-core processing. Enabled with OpenCL, it can take advantage of the hardware acceleration of the underlying heterogeneous compute platform.
Cloudinary
Cloudinary is a cloud-based service that streamlines websites and mobile applications' entire image and video management needs - uploads, storage, administration, manipulations, and delivery.
Pillow
It adds image processing capabilities to your Python interpreter. It provides extensive file format support, an efficient internal representation, and fairly powerful image processing capabilities.
