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StableDiffusion/Latent Diffusion Model. Before ChatGPT became the state of the show, it was not too long ago since Stable Diffusion was all over the internet and social media. Stable Diffusion is based on the paper High-Resolution Image Synthesis with Latent Diffusion Models, which was uploaded in December 2021. But since it was presented at CVPR 2022 and got the spotlight with the Stable Diffusion in August 2022, I think it's fair to include it in this 2022 list.
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Swin-Transformer
This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".
ConvNeXt. The A ConvNet for the 2020s paper is a highlight for me because the authors were able to design a purely convolutional architecture that outperformed popular vision transformers such as Swin Transformer (and all convolutional neural networks that came before it, of course).
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InfluxDB
Collect and Analyze Billions of Data Points in Real Time. Manage all types of time series data in a single, purpose-built database. Run at any scale in any environment in the cloud, on-premises, or at the edge.
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Found relevant code at https://github.com/facebookresearch/ConvNeXt + all code implementations here
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Found relevant code at https://github.com/CompVis/latent-diffusion + all code implementations here
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Found relevant code at https://github.com/puhsu/tabular-dl-pretrain-objectives + all code implementations here
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Sonar
Write Clean Python Code. Always.. Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.
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