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FindFlower Find10K Flowering Plants
FindFlower's curated flowering-plant image dataset for the Flora-Ultra classification engine. The dataset is operated and maintained by gsor56.
Website: https://findflower.me/
Scope
- Source taxonomy: iNaturalist 2021 10,000-label taxonomy.
- Included lineage: Plantae angiosperms, including monocots and eudicots.
- Current target: 3,969 verified flowering species.
- Per-class target: exactly 300 images after federation.
- Canonical image format: RGB JPEG, 448 x 448 pixels.
- Sources: iNaturalist and GBIF records with open licenses where available.
The source model has 10,000 labels, but this dataset intentionally excludes animals, fungi, algae, mosses, ferns, conifers, and other non-flowering taxa. This prevents non-botanical distractors in the flowering-plant engine.
Curation and validation
Images pass minimum-resolution, exposure, and Laplacian sharpness gates. Exact
duplicates are removed with MD5 hashes. Near-duplicates are removed with a
256-bit perceptual dHash index. Observation metadata and deduplication journals
are retained under pipeline/federation/ for reproducibility.
Classes are processed atomically. A class is published only when its complete
448 x 448 set is ready, and pipeline/federation/progress.json allows Kaggle
workers to resume after a session limit without reprocessing completed classes.
Intended use
The dataset supports training and evaluation of Flora-Ultra, FindFlower's server-side botanical classifier. It is intended for research and identification assistance, not for medical, agricultural, or legal decisions. See the live application at https://findflower.me/ and the project repository at https://github.com/gsor56/findflower.
Attribution and licensing
Each record retains source and attribution metadata where supplied by the provider. Users must comply with the original license and attribution terms for every image. Please report licensing or taxonomy issues through https://findflower.me/contact.html.
Maintainer
Maintained by gsor56 for FindFlower: https://findflower.me/
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