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View Code? Open in Web Editor NEWGANs for generating EMG signals
License: GNU General Public License v3.0
GANs for generating EMG signals
License: GNU General Public License v3.0
Hi,
I am interested in this project and wanted to try it out myself. Although the Ninapro dataset is open to download, they are not in the csv format which the function "load_timeseries" requires.
I wonder if you can provide the following one file so I know what format I need to provide for the script?
"No such file or directory: './data/pd_patient_1_emg.csv'
Dear author:
Hello, I am reproducing the DCGANs part of this paper(Parkinson’s Disease EMG Data Augmentation and Simulation with DCGANs and Style Transfer) and code(EMG-GAN), using NinaPro DB2 data because I do not have the private dataset used in the paper.
Since my graphics card is RTX 3090 and the system is ubuntu 20.04, I was never able to run the code successfully in your environment, so I ended up having to use TensorFlow-gpu2.5 to train DCGANs and generate my signal. Still, the trained network and generated signals did not work as expected.
After that, I used the network model provided on GitHub and used the DB2 data as the reference signal, and the final generated signal was similar to the sEMG data of the Parkinson's patient used in the paper, so I don't know if the training part of the DCGANs is different from the paper due to environmental issues. Therefore, I hope I can get the data of the Parkinson's patient used in the paper, just the one used in the paper The EMG data of one patient.
Thank you for considering my request. I'm looking forward to your response.
When executing the generate.py file it throws the following error:
Traceback (most recent call last): File "generate.py", line 7, in <module> from models.dcgan import DCGAN File "/Users/carlosoliver/EMG-GAN/models/dcgan.py", line 30, in <module> from keras.optimizers import RMSprop, Adam File "/opt/anaconda3/envs/emg_gan/lib/python3.8/site-packages/keras/__init__.py", line 20, in <module> from . import initializers File "/opt/anaconda3/envs/emg_gan/lib/python3.8/site-packages/keras/initializers/__init__.py", line 124, in <module> populate_deserializable_objects() File "/opt/anaconda3/envs/emg_gan/lib/python3.8/site-packages/keras/initializers/__init__.py", line 82, in populate_deserializable_objects generic_utils.populate_dict_with_module_objects( AttributeError: module 'keras.utils.generic_utils' has no attribute 'populate_dict_with_module_objects'
Inside folder "data" you can find an extract from NinaPro DB2 already pre-processed for this work. But in your REPO is not this folder (((
fatal: unable to access 'https://www.github.com/keras-team/keras-contrib.git/': Failed to connect to www.github.com port 443 after 21112 ms: Couldn't connect to server
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