train_hybrid_cpsc2021

CPSC2021

Paroxysmal Atrial Fibrillation Events Detection from Dynamic ECG Recordings: The 4th China Physiological Signal Challenge 2021

Offline generated training data

CPSC2021-sliced on Kaggle.

Graphical Abstract of the Solution

Results (Rankings)

Results on the full hidden test set (only the top 5 of the official entries are included)

Check the official website for the full list.

Results on the validation set

Raw results are gathered into one zip file, the val_res.zip in the results folder

Network(s)	Merge Rule	Score on Partial Hidden Test Set	Score on Validation Set
LSTM	NA	1.9392	2.0621
SeqTag	NA	1.9781	2.1577
U-Net	NA	1.3699	NA
LSTM + U-Net	Union	1.7829	NA
LSTM + SeqTag	Intersection	1.9287	NA
LSTM + SeqTag	Union	1.9766	2.1682
LSTM + SeqTag	New Union	1.9972	2.2179

Confusion matrices of the LSTM model and the SeqTag model on the validation set

              

More detailed analysis using pandas on the validation set

References

to add ...

original repository