PyTorch-
PyTorch is a convolution neural network to develop image classification, object detection, and generative application. Using PyTorch, a programmer can process images and videos to develop a highly accurate and precise computer vision model.
Top PyTorch based projects to try out in 2022 are-
- CycleGAN for Image-to-Image Translation-
Cycle Generative Adversarial Network or CycleGAN is a technique for automatic training of image-to-image translation models without using paired examples. CycleGAN is made of two kinds of networks–discriminators and generators.
- One Net-
It is an end-to-end fully convolutional system which eliminates the requirement of techniques such as non-maximal suppression. Instead, it introduces new techniques such as non-maximal suppression.
- PyText-
PyText includes a large portfolio of NLP tasks such as text classification, word tagging, semantic parsing, and language modeling which streamline the implementation of NLP workflows.
- Artline-
ArtLine uses deep learning algorithms to produce quality line art portraits. Built using the APDrawing dataset and Anime line art pair, this project generates better high-quality images than the existing methods using PyTorch and Fastai libraries.