Datasets › Country211
Country211
Country211 is a dataset released by OpenAI, designed to assess the geolocation capability of visual representations. It filters the YFCC100m dataset (Thomee et al., 2016) to find 211 countries (defined as having an ISO-3166 country code) that have at least 300 photos with GPS coordinates. OpenAI built a balanced dataset with 211 categories, by sampling 200 photos for training and 100 photos for testing, for each country.
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 | ||||
|---|---|---|---|---|---|---|
| Image Clustering | Country211 | TURTLE (CLIP + DINOv2) Accuracy 11.1 | Let Go of Your Labels with Unsupervised Transfer | mlbio-epfl/turtle | 1 | Compare |
| Zero-Shot Image Classification | Country211 | OpenClip H/14 (34B)(Laion2B) Top-1 accuracy 30.01 | Reproducible scaling laws for contrastive language-image learning | mlfoundations/open_clip +4 | 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 3. 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 | |||
|---|---|---|---|---|
| Let Go of Your Labels with Unsupervised Transfer | 1 | 1 | 11 Jun 2024 | ran 3 of 4 samples (1 unverified; 4 pointer-only for licence) |
| Reproducible scaling laws for contrastive language-image learning | 5 | 1 | 14 Dec 2022 | ran 3 of 3 samples (0 unverified; 3 pointer-only for licence) |
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
Creative Commons
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- Country211
1 variant name, as the archive lists them.
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