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aminn

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

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, ... 🧠

atten_deep_mil

Attention-based Deep MIL implementation and application

awesome-transformers-in-medical-imaging

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

awesome-visual-transformer

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

bone-mri

Deep Learning for Classification of Bone Lesions on Routine MRI

cae

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

caid

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

combatharmonization

Harmonization of multi-site imaging data with ComBat

convmixer

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

cptdn

cvpr-2022-papers

CVPR 2022 papers with code (论文及代码）

deep-3d-cnns-for-mri-classification-with-alzheimer-s-disease-and-grad-cam-visualization

Deep 3D CNNs for MRI Classification with Alzheimer's Disease And Grad-CAM for Visualization

deep-learning-for-image-processing

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

deeplearning

dicom_dose_parameter_extraction

Script for automated extraction of dosimetric parameters from multiple RT DICOM files.

explore_vae_m

Codes to explore the loss functions in VAE.

feature-selection

Features selector based on the self selected-algorithm, loss function and validation method

imbalanced-ssl

a respository for imbalanced self-supervised representation learning

logo-net

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

lvit

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

matsurv

Survival analysis in MATLAB

mlcourse.ai

Open Machine Learning Course

mmgl

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

mri_act_cs2

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

multi-focusnet

This code is used for the unpublished paper entitled “Multi-focus Network to Decode Imaging Phenotype for Overall Survival Prediction of Gastric Cancer Patients”.

mypicture

Sample code and picture of my blog or project

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

npcnet

The official implementation of work xxx

paper-reading

深度学习经典、新论文逐段精读