Open catalinabustam opened 2 years ago
You can download some sample images from LIBRA software. In example images of LIBRA, you can find two raw Hologic images.
Hi. I've tested Deep-LIBRA using the sample images that comes with the LIBRA software. but the results are not good. This is the code I executed
python3 Path_to_code/execute_libra_code.py -i ${Path_to_Images} -o ${Path_to_Output} -m ${Path_to_Networks} -ng 1
For the Networks paths I used the folder provided in this link
For cases 2 and 4 the breast_density is successfully estimated but for cases 1,3, and 5 the results are far from satisfactory. This is case 3 (breast density mask was not estimated and the breast mask is not good):
I've also tested it with my own images but the results are also not good, the breast_density segmentation is not estimated.
Edit: As read in the paper I understand that this behaviour is because Deep-LIBRA was trained using Hologic images, therefore it only works with cases 2 and 4 as these are from Hologic. Any plans to update the trained models for other manufacturers? Or is it possible to provide the code to train the models with our own images? Thank you.
The issue with Hologic vs other manufacturers is almost certainly causing the problem you're seeing.
We've had a group of students updating the Deep LIBRA code as part of their senior design project. Part of that has been rewriting the part of the system that builds the models. We have a meeting with them on Friday and I'll check on when we might be able to release that.
hello, @waltman please can you advise whether the code has been updated to work with other manufacturers e.g. GE? Many thanks, Elaine
Hello
Could you please share a sample image in order to reproduce the classification process?
Thanks in advance