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I found out the problem. I was apparently not specifying all the library files on the Additional Dependencies. I looked into the settings used by my colleague and he had specified all the libraries that are available. I copied his settings and all is well.

This does bring an interesting point. In Unix man pages, typically the page specifies the include files and the libraries to be linked into. The OpenCV documentation does not specify those when we look at the functions. Wonder if this should be added into the documentation to save trouble. My preference is to add as few extra material in the code as possible. So, I am generally conservative with the files that I add on include and additional libraries. Don't know who should I ask for this extra material in the documentation.