Blog for this week - https://gsoc2020withlibrehealth.blogspot.com/2020/06/week-3-coding-period.html
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Dataset - RSNA Pneumonia Detection Dataset
Model - Densenet
- Accuracy -
Validation accuracy - 85.644
Test Accuracy - 84.317
-
Classification report over validation and test data -
-
Confusion matrix -
Validation data
[[3223, 118]
[495, 434]]
Test Data
[[3944, 164]
[673, 556]]
- Loss
Validation loss - 0.34
Test loss - 0.36
- ROC Curve -
Model - Inception
- Accuracy -
Validation accuracy - 85.690
Test Accuracy - 84.167
- Classification report over validation and test data -
- Confusion matrix -
Validation data
[[3203, 138]
[473, 456]]
Test Data
[[3885, 223]
[622, 607]]
- Loss
Validation loss - 0.34
Test loss - 0.35
- ROC Curve -
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Link for this week’s blog post - https://gsoc2020withlibrehealth.blogspot.com/2020/06/week-4-coding-period.html
July 4th, 2020. 3:30 AM IST (Editing this post as I cannot post a new reply) –
Hello mentors!
Thank you for your evaluation and your positive feedback. I am happy that you are satisfied with my work and I wish to continue this for the rest of the summer. I will work on your suggestions and will show you the results in my work. Till then, this is the link for my weekly blog post - https://gsoc2020withlibrehealth.blogspot.com/2020/07/week-5-coding-period.html
Thank you so much!
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Link to week 6 blog post - https://gsoc2020withlibrehealth.blogspot.com/2020/07/week-6-coding-period.html
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Results of model compression on RSNA Pneumonia Detection dataset -
Model Accuracy -
Model Size -
Link to week 7 blog post - https://gsoc2020withlibrehealth.blogspot.com/2020/07/week-7-coding-period.html
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@aishwarya I recommend you submit this as a conference abstract with what you have done so far … Here is the template. Deadline is 19th July 2020
cfa_cmimi20_scientific_abst.docx (285.4 KB)
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Results after quantization on pruned models -
Model accuracy -
Model Size -
Notice that results in some cases are the same as applying quantization directly on the trained models.
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This is AMAZING – great work!
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Link to abstract - https://docs.google.com/document/d/1OlQWkL6KAXgfz9Tt06DjzkQiZFIhBYcd0BhUBZrFdoo/edit?usp=sharing
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Link to week 8 blog post - https://gsoc2020withlibrehealth.blogspot.com/2020/07/week-8-coding-period.html
Link to week 9 blog post - https://gsoc2020withlibrehealth.blogspot.com/2020/08/week-9-coding-period.html
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@aishwhereya any update regarding the inference part and multi label classification? Please let me know once you raise the PR.
@pri2si17 For RSNA Pneumonia Detection, I have finished writing all the scripts (including inference). I will raise the PR for it shortly.
For Chest-XRay14, I have finished quantizing the models. I am currently pruning them and evaluating their performance. Scripts for this dataset will be finished next week and I’ll raise the PR for the same.
Before raising any PR, I want to discuss it with you. So can we talk about it in our weekly Saturday meeting?
Link to week 10 blog post - https://gsoc2020withlibrehealth.blogspot.com/2020/08/week-10-coding-period.html
I have pushed it. Making a PR for it. The part for testing on Emulator is not included. Just need to update the readme for it.
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Link to week 11 blog post - https://gsoc2020withlibrehealth.blogspot.com/2020/08/week-11-coding-period.html
Results on Chest-XRay 14 dataset -
AUC ROC scores -
Model sizes -
Link to Week 12 blog post - https://gsoc2020withlibrehealth.blogspot.com/2020/08/week-12-coding-period.html