--- a +++ b/README.md @@ -0,0 +1,38 @@ + +# tf_EEGLearn +All implementations are not guaranteed to be correct, have not been checked by original authors, only reimplemented from the paper description and open source code from original authors. + + +## Prerequisites + +- python >= 3.5 +- tensorflow-gpu >= 1.2 + - `conda install tensorflow-gpu=1.2` +- Numpy +- Scipy +- Scikit-learn + +## EEGLearn + +It's a tensorflow implementation for EEGLearn + + Bashivan, et al. "Learning Representations from EEG with Deep Recurrent-Convolutional Neural Networks." International conference on learning representations (2016). + http://arxiv.org/abs/1511.06448 + +For more information please see https://github.com/pbashivan/EEGLearn + +<center> + + + + +</center> + +## Leave-one-subject-out Experments + +### Model: EEGLearn + + +| Subject id | S0 | S1 | S2 | S3 | S4 | S5 | S6 | S7 | S8 | S9 | S10 | S11 | S12 | mean | +|--- |--- |--- |--- |--- |--- |--- |--- |--- |--- |--- |--- |--- |--- |--- | +| CNN test acc | 55.14 | 73.58 | 93.47 | 100.00 | 100.00 | 99.50 | 99.48 | 100.00 | 98.57 | 100.00 | 98.62 | 72.25 | 49.55 | 87.70 | \ No newline at end of file