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You can set the intrinsic calibration parameters of your camera in the camera configuration xml belonging to your urdf model (see here for an example). The plugin also publishes a camera info topic, that should contain the intrinsic parameters.

The extrinsic parameters are generally known, because you select where the camera is mounted.