Datasets › ClonedPerson
ClonedPerson
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.
Benchmarks archive 2025-07-28
All 4 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Generalizable Person Re-identification | ClonedPerson | TransMatcher RandPerson->mAP 22.1 | Is Synthetic Dataset Reliable for Benchmarking... | shengcailiao/QAConv | 2 | Compare |
| Person Re-Identification | ClonedPerson | QAConv-GS mAP 68.9 | Cloning Outfits from Real-World Images to 3D Characters... | shengcailiao/QAConv +1 | 1 | Compare |
| Unsupervised Domain Adaptation | ClonedPerson | SpCL MSMT17->mAP 0.9 | Cloning Outfits from Real-World Images to 3D Characters... | shengcailiao/QAConv +1 | 1 | Compare |
| Unsupervised Person Re-Identification | ClonedPerson | SpCL mAP 0.9 | Cloning Outfits from Real-World Images to 3D Characters... | shengcailiao/QAConv +1 | 1 | Compare |
Papers archive 2025-07-28
2 shown of 2 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 6. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Is Synthetic Dataset Reliable for Benchmarking Generalizable Person Re-Identification? | 1 | 1 | 12 Sep 2022 | not harvested |
| Cloning Outfits from Real-World Images to 3D Characters for Generalizable Person Re-Identification | 2 | 4 | 6 Apr 2022 | not harvested |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
No modality tagged.
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- ClonedPerson
1 variant name, as the archive lists them.
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