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Evaluating surgical skills from kinematic data using convolutional neural networks

Home Page: https://germain-forestier.info/src/miccai2018/

License: GNU General Public License v3.0

Python 25.37% Jupyter Notebook 74.63%
class-activation-maps cnn cnn-keras data-science deep-learning research-paper surgery surgical time-series-classification

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miccai18's Issues

invalid syntax

Dear Weber and Forestier,

Your article is so interesting.
I'm trying to run the code's, but there are some problems with the syntax error.
like:

File "miccai2018.py", line 256
    class_activation_map(time_series_original,original_binary_class,model,path_to_images+surgery_name+'__'+str(f'{i:06}')+'.png',max_frame=i+1,slave_manipulator=slave_manipulator,angle=15*6,elev=75+180)
                                                                                                                       ^
SyntaxError: invalid syntax
File "miccai2018.py", line 261
    os.system('ffmpeg -f image2 -framerate 30 -i '+path_to_images+surgery_name+'__%06d.png -s 640x480 '+ path_to_video+surgery_name+slave_manipulator+'.mp4')
     ^
IndentationError: expected an indented block

Do you know what should be the problem?
I looking forward to hearing from you.
All the best

keras version

Hi! Great work.
Did you use keras 2.2.2 or keras 2.1.2? I couldn't find the version 2.12.2 so I suppose its something between the first two versions.

Thanks in advance,
Dayvid Castro.

facing issues installing dependencies

in the miccai.ipynb notebook, facing problem installing them

!pip install Keras==2.1.2
!pip install Tensorflow==1.4.1
!pip install Numpy==1.13.3
!pip install Scikit-learn==0.19.1
!pip install Pandas==0.21.1
!pip install Matplotlib==2.0.0
!pip install Imageio==2.2.0
!pip install imageio
clear_output()

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