lailainan's repositories

AMINN

Code for our MICCAI 2021 paper "AMINN: Autoencoder-based Multiple Instance Neural Network Improves Outcome Prediction of Multifocal Liver Metastases".

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Awesome-Visual-Transformer

Collect some papers about transformer with vision. Awesome Transformer with Computer Vision (CV)

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NLP_ability

总结梳理自然语言处理工程师(NLP)需要积累的各方面知识,包括面试题,各种基础知识,工程能力等等,提升核心竞争力

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NPCNet

The official implementation of work xxx

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vision

Datasets, Transforms and Models specific to Computer Vision

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annotated_deep_learning_paper_implementations

🧑‍🏫 50! Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

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Atten_Deep_MIL

Attention-based Deep MIL implementation and application

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awesome-transformers-in-medical-imaging

A collection of resources on applications of Transformers in Medical Imaging.

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CAE

This is a PyTorch implementation of “Context AutoEncoder for Self-Supervised Representation Learning"

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CAiD

Official PyTorch Implementation for CAiD: Context-Aware Instance Discrimination for Self-supervised Learning in Medical Imaging - MIDL 2022

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convmixer

Implementation of ConvMixer for "Patches Are All You Need? 🤷"

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CVPR-2022-papers

CVPR 2022 papers with code (论文及代码)

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deep-learning-for-image-processing

deep learning for image processing including classification and object-detection etc.

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imbalanced-SSL

a respository for imbalanced self-supervised representation learning

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LoGo-Net

The codes for the work "A Local and Global Feature Disentangled Network: Toward Classification of Benign-malignant Thyroid Nodules from Ultrasound Image"

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LViT

This repo is the official implementation of "LViT: Language meets Vision Transformer in Medical Image Segmentation"

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MatSurv

Survival analysis in MATLAB

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mlcourse.ai

Open Machine Learning Course

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MMGL

Multi-modal Graph learning for Disease Prediction (IEEE Trans. on Medical imaging, TMI2022)

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mri_act_cs2

MRI radiomics and machine learning atypical cartilaginous tumor and G2 chondrosarcoma classification project

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paper-reading

深度学习经典、新论文逐段精读

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pub-CVAE-MRI-ASD

Code and materials for paper "Contrastive machine learning reveals the structure of neuroanatomical variation within Autism"

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pyradiomics

Open-source python package for the extraction of Radiomics features from 2D and 3D images and binary masks. Support: https://discourse.slicer.org/c/community/radiomics

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pytorch-3dunet

3D U-Net model for volumetric semantic segmentation written in pytorch

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pytorch-lightning-template

An easy/swift-to-adapt PyTorch-Lighting template. 套壳模板,简单易用,稍改原来Pytorch代码,即可适配Lightning。You can translate your previous Pytorch code much easier using this template, and keep your freedom to edit all the functions as well. Big-project-friendly as well.

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pytorch-tutorial

PyTorch Tutorial for Deep Learning Researchers

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Semi-supervised-learning

A Unified Semi-Supervised Learning Codebase (NeurIPS'22)

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Swin-Transformer

This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".

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zero_nlp

中文nlp解决方案(大模型、数据、模型、训练、推理)

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