When running in release and comparing the results to the original unchanged project straight from tatsy we noticed that for very small images the cuda version is slightly slower. This is probably due to the actual conversion of colour on a smaller image to be much shorter, whereas the transferring of the data over to device memory itself may add additional time. Overall when comparing the optimized and unoptimized versions of the kernel there was a visible increase.