Datasets › Stanford Online Products
Stanford Online Products
Stanford Online Products (SOP) dataset has 22,634 classes with 120,053 product images. The first 11,318 classes (59,551 images) are split for training and the other 11,316 (60,502 images) classes are used for testing
Source: Deep Metric Learning with Alternating Projections onto Feasible Sets Image Source: https://cvgl.stanford.edu/projects/lifted_struct/
Benchmarks archive 2025-07-28
All 5 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 | Stanford Online Products | Unicom+ViT-L@336px R@1 91.2 | Unicom: Universal and Compact Representation Learning... | OML-Team/open-metric-learning +2 | 33 | Compare |
| Image Retrieval | SOP | Unicom+ViT-L@336px R@1 91.2 | Unicom: Universal and Compact Representation Learning... | OML-Team/open-metric-learning +2 | 14 | Compare |
| Learning with coarse labels | Stanford Online Products | MaskCon Recall@1 74.05 | MaskCon: Masked Contrastive Learning for Coarse-Labelled Dataset | MrChenFeng/MaskCon_CVPR2023 | 2 | Compare |
| Fine-Grained Image Classification | SOP | Assemble-ResNet-FGVC-50 Recall@1 85.9 | Compounding the Performance Improvements of Assembled... | clovaai/assembled-cnn | 1 | Compare |
| Image Classification | Stanford Online Products | µ2Net+ (ViT-L/16) Accuracy 89.47 | A Continual Development Methodology for Large-scale... | google-research/google-research | 1 | Compare |
Papers archive 2025-07-28
30 shown of 40 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 231. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
The full list of 40 is in the JSON twin.
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
Unknown
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- Stanford Online Products
- SOP
2 variant names, as the archive lists them.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections