Datasets:
Tasks:
Image Classification
Formats:
parquet
Size:
1K - 10K
Tags:
fish-recognition
fine-grained-recognition
biodiversity-informatics
benchmark
temporal-evaluation
License:
| # Datasheet for QT26-QC | |
| ## Summary | |
| QT26-QC is a 6,719-query, 3,121-taxon evaluation roster for fine-grained fish | |
| recognition. It is designed for fixed-denominator comparison of recognition | |
| systems rather than for training. Images are natural photographs selected by | |
| taxon-independent photo-suitability rules and mapped to FishBase 25.04 keys. | |
| ## Composition and lineage | |
| - Canonical split: `test`, 6,719 rows, 3,121 taxa. | |
| - Construction parent: 6,734 rows, 3,126 taxa. | |
| - Exclusion: 15 rows sharing an iNaturalist observation with Q-INT. | |
| - Recorded observation window: 2026-03-01 02:31 UTC to 2026-06-23 06:50 UTC. | |
| - Byte availability: 100% of canonical queries. | |
| The canonical roster, construction parent and exclusion ledger are published as | |
| separate TSV objects. Only the 6,719-row roster is a scoring set. | |
| ## Intended use | |
| QT26-QC supports evaluation of image classifiers, embedding retrieval systems | |
| and reference-gallery recognizers. Predictions are mapped to FishBase 25.04 | |
| canonical keys and scored on the fixed denominator. The primary endpoints are | |
| query-micro and species-macro top-1; top-5 and top-20 are secondary. | |
| ## Known limits | |
| The roster is intentionally taxonomically broad but remains frequency-skewed. | |
| Its timestamps describe the recorded observations, not a universal guarantee | |
| against earlier pixel copies or future pretraining exposure. Geographic and | |
| photographer distributions inherit the public observation pool. It contains | |
| fish photographs judged suitable for recognition and is not an open-set or | |
| fish-adjacent rejection benchmark. | |
| ## Rights and provenance | |
| Each row retains its normalized licence, attribution, source page and source | |
| image URL. The canonical licence counts are: 6,255 CC BY-NC; 359 CC BY; 53 CC0; | |
| 28 CC BY-NC-ND; 22 CC BY-NC-SA; and 2 CC BY-SA. Users remain responsible for | |
| following the recorded terms. | |
| ## Integrity | |
| Parquet image bytes are not resized, cropped or re-encoded. They are checked | |
| against the authoritative roster and the immutable E0 archive by SHA-256. | |
| Checksums, row correspondence and executable verification tools accompany the | |
| release. | |