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Depth image is generally 16 bit (unsigned short) data. Most image and video formats don't support this.

The best solution is to use compatible image formats, like TIF or PNG. I think imwrite supports CV_16U type for these formats (anyway, check the type of the depth matrix).

Another solution would be to dump the raw data into a binary file. A bit more work, but it will surely work.