/floralens-data

Floralens datasets

This repository provides companion datasets to "Floralens: a Deep Learning Model for the Portuguese Native Flora".

Labelled image datasets

Dataset Description # Species # Images
Floralens dataset Images used for training and testing the Floralens model. 1,678 293,601
PlantCLEF dataset Images from the PlantCLEF dataset 1,593 10,000
Wikipedia dataset Wikipedia images 1,351 1,351

Floralens dataset

floralens/floralens_dataset.tsv

TSV Field Description
species Plant species.
filename Filename.
url URL for download.
source_url Source URL.
set Data split: TRAIN, VALIDATION and TEST.
repos Repository: FloraOn, iNaturalist, Observation.org, or Pl@ntNet
gbif-id GBIF id or NA (not applicable) for FloraOn images.

Notes:

  • TRAIN and VALIDATION images were used for deriving the Floralens model using Google AutoML Vision. TEST images define the Floralens test suite (FLTS).

PlantCLEF dataset

plantclef/plantclef_dataset.tsv

TSV Field Description
species Plant species.
filename Filename.
url URL for download.
source_url Source URL.

Wikipedia dataset

Download

TSV Field Description
species Plant species.
filename Filename.
url URL for download.
source_url Source URL.

Result data sets

Format

TSV Field Description
filename Filename.
species Plant species (ground truth).
rank1 Rank 1 (highest confidence label).
c1 Confidence for rank 1 (0 to 1).
rank2 Rank 2.
c2 Confidence for rank 2.
rank3 Rank 3.
c3 Confidence for rank 3.
rank4 Rank 4.
c4 Confidence for rank 4.
rank5 Rank 5.
c5 Confidence for rank 5.

Floralens test suite (FLTS)

Model File
Floralens floralens/flts_floralens.tsv
PN'22 floralens/flts_pn22.tsv
PN'23 floralens/flts_pn23.tsv
PN'23 SWE floralens/flts_pn23_swe.tsv

PlantCLEF

Model File
Floralens plantclef/plantclef_floralens.tsv
PN'22 plantclef/plantclef_pn22.tsv
PN'23 plantclef/plantclef_pn23.tsv
PN'23 SWE plantclef/plantclef_pn23_swe.tsv

Wikipedia

Model File
Floralens wikipedia/wikipedia_floralens.tsv
PN'22 wikipedia/wikipedia_pn22.tsv
PN'23 wikipedia/wikipedia_pn23.tsv
PN'23 SWE wikipedia/wikipedia_pn23_swe.tsv