Next, the cw-CST data of each channel is reconstructed ... a customized convolutional neural network is designed and trained for hand gesture recognition. The experimental results show that ...

Researchers up to now have achieved some success with CNN, significantly improving upon the recognition ('extraction') of the spatial dimensions of sEMG signals related to hand gestures.