The original package might work because the dependencies are not resolved until 
the deb package is created.
https://launchpad.net/ubuntu/+archive/primary/+sourcefiles/caffe-contrib/1.0.0-8ubuntu2/caffe-contrib_1.0.0-8ubuntu2.dsc

We are using it to detect road surface markings with an autonomous
driving modelcar.

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https://bugs.launchpad.net/bugs/1812522

Title:
  libcaffe-cuda-dev does not work with CUDA 10

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