Leaderboard

Separation (Performance measure: Mean Square Error)

Method Author Link
LMMSE Reference method Jupyter notebook 
RNN (supervised regression) Reference method

Demodulation (Performance measure: Bit Error Rate)

Method Author Link

Matched Filter

(no interference mitigation)

Reference method Jupyter notebook 
LMMSE + Matched Filter Reference method Jupyter notebook 
RNN (supervised regression) + Matched Filter Reference method Jupyter notebook 
Bit Regression (supervised learning) Reference method Jupyter notebook 

Representative results using reference methods. These results were obtained with the validation dataset. Test dataset is preserved for evaluation of the participating algorithms in the challenge.

BER vs. SINR, Demodulation of QPSK Signal for three types of interference signals

 

Method Author Link
FastICA Reference method starter code

Representative results using reference methods

Method Author Link
Random Forest Reference method
J48 Reference method
JRip Reference method
Naïve Bayes Reference method
PART Reference method

 

Representative results using reference methods

Box plot of leaners performance metrics when only IQ-based features were used

 

Box plot of leaners performance metrics when only network traffic-based features were used