Validation of pre-trained deep learning algorithms on the PLCO Lung dataset
Principal Investigator
Name
Ammar Jagirdar
Degrees
M.Tech
Institution
Qure.ai
Position Title
Product Manager
Email
About this CDAS Project
Study
PLCO
(Learn more about this study)
Project ID
PLCO-484
Initial CDAS Request Approval
May 31, 2019
Title
Validation of pre-trained deep learning algorithms on the PLCO Lung dataset
Summary
Most deep learning algorithms tend to perform well when tested on data similar to the training set. The PLCO dataset is unique and previously unseen and serves as a valuable archive to test our pre trained models against radiologist opinions reported. Our project would aim to test the performance of deep learning algorithms trained to identify different findings.
Aims
- Testing for generalisation of multiple findings on the Chest X-ray
- Evaluating multiple findings on the Chest X-ray by measuring AUC, sensitivity and specificity
Collaborators
None