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helme / ecg_ptbxl_benchmarking

Public repository associated with "Deep Learning for ECG Analysis: Benchmarks and Insights from PTB-XL"
GNU General Public License v3.0
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LRP on PVC and PACE signals #13

Closed hoda213 closed 3 years ago

hoda213 commented 3 years ago

Hello, I was reading your article about LRP with e-rule =0.1 on ECG signals but I can not find it in this repository can you share it with me ? Thanks

nstrodt commented 3 years ago

Dear @hoda213, thank you for your interest in our work. Currently, we are not planning to release the code for all the experiments in the second part of our paper as they were supposed to illustrate interesting directions for follow-up work rather than complete investigations. Therefore, we decided to restrict also the code repository to the benchmarking part. There are very good libraries that implement various interpretability methods such as Innvestigate (https://github.com/albermax/innvestigate) for keras or Captum (https://captum.ai/) for Pytorch. The latter is currently lacking support for LRP, but similar qualitative insights can be reached with related methods such Integrated Gradients (which is even equivalent to epsilon-LRP under certain conditions).