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The best way to read TIFF files is using the libtiff library.

It supports every feature of the TIFF file format (multi-page, multi-channel, etc.) Other libraries implement only a part of the standard (generally grayscale or rgb 8-bit images). Libtiff is also cross-platform.

I already wrote an answer about using libtiff in OpenCV for multispectral images. Check the library documentation how to modify the code for multipage images.