Nucleus_detection

KO | EN

gitlite — search

#javascript #python #hacktoberfest #react #ai #typescript #llm #go #golang #android #machine-learning #rust #deep-learning #linux

Nucleus_detection

(★ 9)

Automate nucleus detection

Nucleus_detection 최신버젼 다운로드

최종 버전 다운로드 (.zip)

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# Nucleus_detection
Automate nucleus detection

Datasets obtained from https://www.kaggle.com/c/data-science-bowl-2018/overview

# Project Aim:
### Build an algorithm to automate the process of identifying nuclei
<img src='https://github.com/xiey1/Nucleus_detection/blob/master/images/Image_visualization_eda.png' width=900px>

# Approach -- UNet
<img src='https://github.com/xiey1/Nucleus_detection/blob/master/images/u-net-architecture.png' width=900px>

reference:
 https://arxiv.org/pdf/1505.04597.pdf
 https://github.com/milesial/Pytorch-UNet/tree/master/unet

# Result

Remove nuclei with small size (possibly debris) and visualize nuclei using multi-channel imaging
<img src='https://github.com/xiey1/Nucleus_detection/blob/master/images/Image_visualization_multichannel.png' width=600px>

Visualize individual detected nucleus
<img src='https://github.com/xiey1/Nucleus_detection/blob/master/images/Image_visualization_individual.png' width=900px>

Nucleus_detection

Nucleus_detection 최신버젼 다운로드

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

Nucleus_detection

Nucleus_detection 최신버젼 다운로드

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

Download README