In the diagram above C_out=3. This makes the output tensor of shape H, W and 3. One can notice that the convoltuion kernel does not depend on the spatial position of the input tensor which makes it location-agnostic. On the other hand, each channel in the output tensor is based on a specific convolution filter which makes is channel-specific.