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It appeared that the tag could only be detected on its back side, hence I simply flipped it using SDF Gazebo code. Tag tracking was also very weak, and I often has "segmentation fault errors". I solved this by highering the tags some x-cm from the ground and highering the horizontal Kinect FOV.
Hope this might help someone in case!