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From looking at the some sample source code I realise my mistake. https://github.com/juancamilog/gpu_convolve_test/blob/master/gpu_convolve_test.cpp

The convolution step sums the multiplication of corresponding pixels, which takes into account the sign of the Gabor kernel.