{"url":"/dataset/clonedperson","name":"ClonedPerson","full_name":null,"description_markdown":"The ClonedPerson dataset is a large-scale synthetic person re-identification dataset introduced in the paper \"Cloning Outfits from Real-World Images to 3D Characters for Generalizable Person Re-Identification\" in CVPR 2022. It is generated by MakeHuman and Unity3D. Characters in this dataset use an automatic approach to directly clone the whole outfits from real-world person images to virtual 3D characters, such that any virtual person thus created will appear very similar to its real-world counterpart. The dataset contains 887,766 synthesized person images of 5,621 identities.","description_withheld":null,"homepage":"https://github.com/Yanan-Wang-cs/ClonedPerson","introduced_date":"2022-04-06","introduced_date_note":null,"introduced_by":{"paper":"/paper/cloning-outfits-from-real-world-images-to-3d","title":"Cloning Outfits from Real-World Images to 3D Characters for Generalizable Person Re-Identification","first_author":"Yanan Wang","url":null},"license":null,"modalities":[],"tasks":[{"name":"Person Re-Identification","url":"/task/person-re-identification","datasets_with_task":"/datasets/task/person-re-identification"},{"name":"Unsupervised Domain Adaptation","url":"/task/unsupervised-domain-adaptation","datasets_with_task":"/datasets/task/unsupervised-domain-adaptation"},{"name":"Unsupervised Person Re-Identification","url":"/task/unsupervised-person-re-identification","datasets_with_task":"/datasets/task/unsupervised-person-re-identification"},{"name":"Generalizable Person Re-identification","url":"/task/generalizable-person-re-identification","datasets_with_task":"/datasets/task/generalizable-person-re-identification"}],"languages":[],"variants":["ClonedPerson"],"data_loaders":[{"repo":"https://github.com/yanan-wang-cs/clonedperson","url":"https://github.com/yanan-wang-cs/clonedperson","frameworks":["pytorch"]}],"num_papers_in_archive":6,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/generalizable-person-re-identification-on-19","task":"Generalizable Person Re-identification","dataset_variant":"ClonedPerson","rows":2,"metrics":["RandPerson->mAP","RandPerson->Rank-1","MSMT17->mAP","MSMT17->Rank-1","Market-1501->mAP","Market-1501->Rank-1"],"first_row_in_archive_order":{"model":"TransMatcher","paper":"/paper/is-synthetic-dataset-reliable-for","metrics":{"MSMT17->Rank-1":"51.8","MSMT17->mAP":"9.0","Market-1501->Rank-1":"50.1","Market-1501->mAP":"9.2","RandPerson->Rank-1":"67.8","RandPerson->mAP":"22.1"},"code_links":[{"title":"shengcailiao/QAConv","url":"https://github.com/shengcailiao/QAConv"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/person-re-identification-on-clonedperson","task":"Person Re-Identification","dataset_variant":"ClonedPerson","rows":1,"metrics":["mAP","Rank-1"],"first_row_in_archive_order":{"model":"QAConv-GS","paper":"/paper/cloning-outfits-from-real-world-images-to-3d","metrics":{"Rank-1":"91.1","mAP":"68.9"},"code_links":[{"title":"shengcailiao/QAConv","url":"https://github.com/shengcailiao/QAConv"},{"title":"yanan-wang-cs/clonedperson","url":"https://github.com/yanan-wang-cs/clonedperson"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/unsupervised-domain-adaptation-on","task":"Unsupervised Domain Adaptation","dataset_variant":"ClonedPerson","rows":1,"metrics":["MSMT17->mAP","MSMT17->Rank-1","Market-1501->mAP","Market-1501->Rank-1","CUHK03-NP->mAP","CUHK03-NP->Rank-1"],"first_row_in_archive_order":{"model":"SpCL","paper":"/paper/cloning-outfits-from-real-world-images-to-3d","metrics":{"CUHK03-NP->Rank-1":"11.5","CUHK03-NP->mAP":"1.0","MSMT17->Rank-1":"10.2","MSMT17->mAP":"0.9","Market-1501->Rank-1":"12.0","Market-1501->mAP":"1.1"},"code_links":[{"title":"shengcailiao/QAConv","url":"https://github.com/shengcailiao/QAConv"},{"title":"yanan-wang-cs/clonedperson","url":"https://github.com/yanan-wang-cs/clonedperson"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/unsupervised-person-re-identification-on-13","task":"Unsupervised Person Re-Identification","dataset_variant":"ClonedPerson","rows":1,"metrics":["mAP","Rank-1"],"first_row_in_archive_order":{"model":"SpCL","paper":"/paper/cloning-outfits-from-real-world-images-to-3d","metrics":{"Rank-1":"10.6","mAP":"0.9"},"code_links":[{"title":"shengcailiao/QAConv","url":"https://github.com/shengcailiao/QAConv"},{"title":"yanan-wang-cs/clonedperson","url":"https://github.com/yanan-wang-cs/clonedperson"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/is-synthetic-dataset-reliable-for","title":"Is Synthetic Dataset Reliable for Benchmarking Generalizable Person Re-Identification?","date":"2022-09-12","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/cloning-outfits-from-real-world-images-to-3d","title":"Cloning Outfits from Real-World Images to 3D Characters for Generalizable Person Re-Identification","date":"2022-04-06","rows_on_this_dataset":4,"code_links":2,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+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."}