My two cents on understanding the 1x1 convolution:

**It is a two dimension version of dense layer**

From 192x28x28 to 64x28x28, it is like a dense layer with 192 inputs and 64 outputs, and this layer is applied to 28x28 image. So the calculation is a linear or nonlinear dimension reduction on the axis of 192.