cvpr-kit / nucleiseg-in-histopathology-images Goto Github PK
View Code? Open in Web Editor NEWOfficial Implemenation paper published at MIDL 2024
Home Page: https://cvpr-kit.github.io/NucleiSeg-in-Histopathology-Images/
License: MIT License
Official Implemenation paper published at MIDL 2024
Home Page: https://cvpr-kit.github.io/NucleiSeg-in-Histopathology-Images/
License: MIT License
The model in current form just look at grayscale images and binary labels, missing out on more informavtice details.
While traning loss continues to minimize, the validation loss doesnot after certain epoch, both in UNet3+ and ELUNet
pretraining with masked-autoencoder / self-supervised learning techniques*
label soothing
center loss
r-drop
cut-mix
https://towardsdatascience.com/demystifying-pytorchs-weightedrandomsampler-by-example-a68aceccb452
train a model
then, we can sample from cluster centers and boundary points of clusters to fine tunning the model.
we can use DINOv2 instead of training a model to get feature vectors
annotating tissue images of several patients with tumors of different organs
H&E staining images: purple for nuclei(핵), pink for cytoplasmic components(세포질)
the diversity of nuclei appearances across multiple organs and patients, the richness of staining protocols adopted at multiple hospitals
diversity of color
diversity of shape
Nuclear is Ellipse shape.
In my opinion, Neurnal Netowrks should learn elliptical shape
A declarative, efficient, and flexible JavaScript library for building user interfaces.
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google ❤️ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.