Datasets › In-Shop
In-Shop (In-shop Clothes Retrieval Benchmark)
In-shop Clothes Retrieval Benchmark evaluates the performance of in-shop Clothes Retrieval. This is a large subset of DeepFashion, containing large pose and scale variations. It also has large diversities, large quantities, and rich annotations, including:
- 7,982 number of clothing items;
- 52,712 number of in-shop clothes images, and ~200,000 cross-pose/scale pairs;
Each image is annotated by bounding box, clothing type and pose type.
Benchmarks archive 2025-07-28
All 2 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 | ||||
|---|---|---|---|---|---|---|
| Metric Learning | In-Shop | Unicom+ViT-L@336px R@1 96.7 | Unicom: Universal and Compact Representation Learning... | OML-Team/open-metric-learning +2 | 15 | Compare |
| Image Retrieval | In-Shop | CGD (SG/GS) R@1 91.9 | Combination of Multiple Global Descriptors for Image Retrieval | naver/cgd +6 | 7 | Compare |
Papers archive 2025-07-28
18 shown of 18 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 154. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
Dataset loaders archive 2025-07-28
No loader listed in the archive.
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
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- In-Shop
1 variant name, as the archive lists them.
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