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MAILab's Projects

ssl-for-echocardiograms icon ssl-for-echocardiograms

Code for the MLHC 2021 paper: A New Semi-supervised Learning Benchmark for Classifying View and Diagnosing Aortic Stenosis from Echocardiograms

stride icon stride

A modelling and optimisation framework for medical ultrasound

torchfields icon torchfields

A PyTorch add-on for working with image mappings and displacement fields, including Spatial Transformers

transformers-for-nlp-2nd-edition icon transformers-for-nlp-2nd-edition

Under the hood working of transformers, fine-tuning GPT-3 models, DeBERTa, vision models, and the start of Metaverse, using a variety of NLP platforms: Hugging Face, OpenAI API, Trax, and AllenNLP

usal_echo_public icon usal_echo_public

Automate process for view classification of the Apical 4 chamber, Apical 2 chamber and Parasternal long axis. Segmentation of the Apical 4 chamber and Apical 2 chamber. Calculate measurements of the Ejection Fraction of the heart to classify it as normal, abnoral or grayzone.

video-to-frames icon video-to-frames

Basic requirements for video analytics -- frame separation, frame rate, frame resize, Average of the frames

vissl icon vissl

VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.

vps icon vps

Official pytorch implementation for "Video Panoptic Segmentation" (CVPR 2020 Oral)

walktheweb icon walktheweb

WalkTheWeb 3D Internet - Metaverse - Multiverse - Host your own multiplayer Metaverse of 3D Games, 3D Shopping, and 3D Scenes!

xrengine icon xrengine

Immersive infrastructure for everyone. Everything you need to build and deploy scalable realtime 3D social apps and more. 🤖 🚀 👓 🚀 🕹ī¸ 🚀 🧑đŸŋ‍🚀

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