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Make sure that the camera is ~60 cm away from the object, from your screenshot it looks a bit too close. To get some visual debug information, you can uncomment the "#define DEBUG_VIS" line in re_kinect_object_detector/src/recognitionmodel.h. This will show you the images from the model, the SURF features and possible matches from the model as lines.

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