{"url":"/dataset/trance","name":"TRANCE","full_name":"Transformation Driven Visual Reasoning","description_markdown":"TRANCE extends CLEVR by asking a uniform question, i.e. what is the transformation between two given images, to test the ability of transformation reasoning. TRANCE includes three levels of settings, i.e. Basic (single-step transformation), Event (multi-step transformation), and View (multi-step transformation with variant views). Detailed information can be found in [https://hongxin2019.github.io/TVR](https://hongxin2019.github.io/TVR).","description_withheld":null,"homepage":"https://hongxin2019.github.io/TVR","introduced_date":"2020-11-26","introduced_date_note":null,"introduced_by":{"paper":"/paper/transformation-driven-visual-reasoning","title":"Transformation Driven Visual Reasoning","first_author":"Xin Hong","url":null},"license":{"name":"CC BY-NC 4.0","url":"http://creativecommons.org/licenses/by-nc/4.0/"},"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Visual Reasoning","url":"/task/visual-reasoning","datasets_with_task":"/datasets/task/visual-reasoning"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["TRANCE"],"data_loaders":[],"num_papers_in_archive":5,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-25T09:33:49+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}