@Kzyh the paper does say however that

The second 2D convolutional layer used 8 filters in the frequency domain

and

…this produced 40 1×1 cells with 8 channels at a rate of 20 times per second. These were fed
into a bidirectional LSTM layer of 8 hidden units in each direction…

I am unsure about these parts.