Winston Chen's repositories
friendly-bassoon
Simulation based medical images super resolution
adaptedDiffusion
Try to adapt diffusion models in medical images
ALTS
Active Learning in TotalSegmentator
ColdDiffusionMedicalImages
Try to adapt the cold diffusion framework to medical images
BMI_881_883_Scholarly_Literature_Professional_Skills
Critical evaluation of the scholarly literature is a crucial skill for researchers. Through this course (along with its continuation, BMI 882), Ph.D. students in Biomedical Data Science will develop this valuable skill by focused reading and discussion of a variety of journal articles of present or historical importance the biomedical sciences literature, including biostatistics, biomedical informatics, and relevant topics in statistics and computer science. Students will read and discuss one article or a small group of related articles each week. Students will provide short written summaries in advance of discussion. In addition to the readings and discussion, there will be two written homework assignments related to the articles under discussion. These homework assignments will involve an effort to reproduce the results of an article, the use of computer simulation to investigate properties of methods discussed in an article, or application of the discussed methods to related biomedical data.
ComplexML
A toy example for complex number machine models
DeepLearning
深度学习入门教程, 优秀文章, Deep Learning Tutorial
DuettoSyn
PET/MR transformer
ESIWSAS
This is a private repository.
FourierU-Net
This project is to discuss how skip connections and backbone features
LakeLatios
This is to explore paired image translation using diffusion model network framework
MedMAE
We use the Masked Autoencoder to train a uniform encoder for medical images, including MR, PET and CT
MIMRTL_PVC
Partial volume correction project in MIMRTL lab
NAC2MAC
NAC PET 2 MAC PET via Unet
pytorch-3dunet
3D U-Net model for volumetric semantic segmentation written in pytorch
Pytorch-UNet
PyTorch implementation of the U-Net for image semantic segmentation with high quality images
pyTorch_imageTranslation
Image translation via pyTorch
SharkSeagrass
"DolphinCoral" is a machine learning project that synthesizes CT images from PET scans using advanced VQ encoder-decoder frameworks and innovative model architectures.
ShinyPalmTree
A project using cycle consistence loss to reconstruct PET images without partial volume effect
SNGL_NAC_CTAC
Single NAC PET based CT attenuation correction
Transformer_for_medical_image_analysis
A collection of papers about Transformer in the field of medical image analysis.
transformer_in_medical_image
This is a demo for using transformers to translate medical images.
UW-CHTC-HTCondor-Examples
Example scripts for running HTCondor jobs on the University of Wisconsin Center for High Throughput Computing (CHTC) Resources
vit-pytorch
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch