Comments (4)
Hi, thanks for your interest.
We generate the pseudo labels for all subset,i.e., train/val/test sets according to the medical report.
The label information for the test set is not used in the training pharse, hence there is no test information leakage during the training.
The inference follows the similar strategy as training where labels information is required to perform the cross-modal prototype querying and responding.
from xpronet.
thanks for your reply.
I know there is no test information leakage during the training.
I mean in inference , we should not have medical report, so there should be no label. If I have an X-ray image without a report, how can I get the report through the code?
Thanks!
from xpronet.
thanks for your reply. I know there is no test information leakage during the training. I mean in inference , we should not have medical report, so there should be no label. If I have an X-ray image without a report, how can I get the report through the code? Thanks!
Yes, you are right.
Nonetheless, note that the lables are pseudo labels, and you can generate the pseudo labels by different ways, e.g., medical report or the pure image.
For example, if you have an X-ray image without report, you can train a visual extractor based on the labels in the train set, and then predict the labels in the test set.
Hope this can solve your problem.
from xpronet.
Thanks for your answer. I am gonna close this issue now.
from xpronet.
Related Issues (19)
- Great work. Have you done any preprocessing on the mimic dataset? HOT 1
- how to train the model to get the result same as the paper? HOT 7
- How to get the init_prototypes.pt and labels_14.pickle? HOT 7
- How to get the init_prototypes.pt ? HOT 1
- About Results on IU_Xray dataset HOT 3
- IUXray: train test validation split affecting token/id mappings HOT 5
- MIMIC annotation.json HOT 1
- About CheXpert labeler HOT 2
- Some questions about the prototype matrix HOT 2
- iu_xray HOT 1
- Some questions about the DataParallel. HOT 4
- Why does the best model and results reproduced on the iu-xray dataset appear in the 3rd epoch? HOT 7
- How to generate a report HOT 7
- IU-Xray dataset
- Are only Findings used in reports in the IU-Xray dataset HOT 2
- pseudo labels HOT 1
- mimic dataset HOT 4
- ??pseudo labels?? HOT 1
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from xpronet.