It's truly a great pleasure to read such an excellent article. I'm very interested in it. I would like to ask the author: In the 2D dataset part of the RefSpatial dataset, where are the images mentioned in the file "choice_qa.json"? I couldn't find it in RefSpatial/2D/image.