Popular GitHub Repositories for Medical Informatics Initiative

Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!

OpenMMLab Semantic Segmentation Toolbox and Benchmark.

Easy-to-use image segmentation library with awesome pre-trained model zoo, supporting wide-range of practical tasks in Semantic Segmentation, Interactive Segmentation, Panoptic Segmentation, Image Matting, 3D Segmentation, etc.

AI Toolkit for Healthcare Imaging

Repo for BenTsao [original name: HuaTuo (华驼)], Instruction-tuning Large Language Models with Chinese Medical Knowledge. 本草（原名：华驼）模型仓库，基于中文医学知识的大语言模型指令微调

MedicalGPT: Training Your Own Medical GPT Model with ChatGPT Training Pipeline. 训练医疗大模型，实现了包括增量预训练(PT)、有监督微调(SFT)、RLHF、DPO、ORPO、GRPO。

AIGC-interview/CV-interview/LLMs-interview面试问题与答案集合仓，同时包含工作和科研过程中的新想法、新问题、新资源与新项目

中文医学NLP公开资源整理：术语集/语料库/词向量/预训练模型/知识图谱/命名实体识别/QA/信息抽取/模型/论文/etc

[Medical_NLP ➟ Awesome-AI4Med] medical-related LLMs, Multimodal systems, Datasets, Benchmarks, and more.

Medical NLP Competition, dataset, large models, paper

Awesome GAN for Medical Imaging

Medical imaging processing for deep learning.

Use of Attention Gates in a Convolutional Neural Network / Medical Image Classification and Segmentation

Diffusion Models in Medical Imaging (Published in Medical Image Analysis Journal)

[Nature Reviews Bioengineering?] Application of Large Language Models in Medicine. A curated list of practical guide resources of Medical LLMs (Medical LLMs Tree, Tables, and Papers)

A pytorch-based deep learning framework for multi-modal 2D/3D medical image segmentation

Train AI models efficiently on medical images using any framework

Deep Learning Papers on Medical Image Analysis

? ? Semantic search and workflows for medical/scientific papers

Deep Learning Toolkit for Medical Image Analysis