Mark Jan Harte | Training a TensorFlow model to detect lung nodules on CT scans
PyData Amsterdam 2017
To detect early-stage lung cancer, radiologists make CT scans which they interpret to find potential abnormalities. Deep learning can be applied to automate this process. In this talk, we will describe the Python-based training pipeline for a TensorFlow model to detect these abnormalities.
Finding a nodule of a few pixels in size is a challenge in a 3D volume of 200512512 voxels. To solve this, a two-stage deep learning model is defined to generate potential nodule locations, and to classify those candidates. The pipeline is written in Python and addresses a number of challenges regarding the size of the 3D dataset, normalization, annotation and labeling, model design and validation. 00:00 Welcome!
00:10 Help us add time stamps or captions to this video! See the description for details.
Want to help add timestamps to our YouTube videos to help with discoverability? Find out more here:
To detect early-stage lung cancer, radiologists make CT scans which they interpret to find potential abnormalities. Deep learning can be applied to automate this process. In this talk, we will describe the Python-based training pipeline for a TensorFlow model to detect these abnormalities.
Finding a nodule of a few pixels in size is a challenge in a 3D volume of 200512512 voxels. To solve this, a two-stage deep learning model is defined to generate potential nodule locations, and to classify those candidates. The pipeline is written in Python and addresses a number of challenges regarding the size of the 3D dataset, normalization, annotation and labeling, model design and validation. 00:00 Welcome!
00:10 Help us add time stamps or captions to this video! See the description for details.
Want to help add timestamps to our YouTube videos to help with discoverability? Find out more here:
Racer.lt is not the owner of this text/video/image/photo content, the real source of content is Youtube.com and user declared in this page publication as Youtube.com user,
if you have any question about video removal, what was shared by open community, please contact Youtube.com directly or report bad/not working video links directly to video owner on Youtube.com. Removed video from Youtube.com will also be removed from here.
Watch more videos
-
Deathstroke 3d printed wearable mask #shorts
Deathstroke 3d printed wearable mask with X1C BambuLab #shorts #3dprinting #deathstroke #bamb... -
Dirt bike and quadbike event at Crazy Ferma 2022-02-06
Another great winter event for dirt lovers. This time it was really bad weather, frozen fingers,... -
DeathStroke BambuLab X1C #Shorts
#shorts DeathStoke wearable mask made with BambuLab X1C #3dprinting
- Elite Dangerous for Xbox One Gameplay Demo - IGN Live: E3 2015
- Валерия - Космос (Юбилейный концерт "К солнцу", Crocus City Hall, 2018)
- Duo Slides Downhill in Snow Park | People Are Awesome
- Fake Forward feat. Erika - What I Am (Radio Edit)
- Kygo Mix 2016 ♛ The King of Tropical House | Beautiful Summer Mix 2016
Interesting video
