{"url":"/dataset/causal3dident","name":"Causal3DIdent","full_name":null,"description_markdown":"Update on 3DIdent, where we introduce six additional object classes (Hare, Dragon, Cow, Armadillo, Horse, and Head), and impose a causal graph over the latent variables. For further details, see Appendix B in the associated paper (https://arxiv.org/abs/2106.04619).","description_withheld":null,"homepage":"https://zenodo.org/record/4784282#.YgWo0PXMKbg","introduced_date":"2021-06-08","introduced_date_note":null,"introduced_by":{"paper":"/paper/self-supervised-learning-with-data","title":"Self-Supervised Learning with Data Augmentations Provably Isolates Content from Style","first_author":"Julius von Kügelgen","url":null},"license":{"name":"Creative Commons Attribution 4.0 International","url":"https://creativecommons.org/licenses/by/4.0/legalcode"},"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Image Classification","url":"/task/image-classification","datasets_with_task":"/datasets/task/image-classification"},{"name":"Disentanglement","url":"/task/disentanglement","datasets_with_task":"/datasets/task/disentanglement"}],"languages":[],"variants":["Causal3DIdent"],"data_loaders":[{"repo":"https://github.com/ysharma1126/ssl_identifiability","url":"https://github.com/ysharma1126/ssl_identifiability","frameworks":["pytorch"]}],"num_papers_in_archive":12,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/image-classification-on-causal3dident","task":"Image Classification","dataset_variant":"Causal3DIdent","rows":2,"metrics":["Accuracy "],"first_row_in_archive_order":{"model":"SimCLR","paper":"/paper/self-supervised-learning-with-data","metrics":{"Accuracy ":"1.00"},"code_links":[{"title":"ysharma1126/ssl_identifiability","url":"https://github.com/ysharma1126/ssl_identifiability"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/self-supervised-learning-with-data","title":"Self-Supervised Learning with Data Augmentations Provably Isolates Content from Style","date":"2021-06-08","rows_on_this_dataset":2,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":3,"samples_ran":3,"samples_unverified":0,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":1,"samples_harvested":3,"samples_ran":3,"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."}