StomataPy400K / README.md
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metadata
license: cc-by-nc-4.0
pretty_name: StomataPy300K
task_categories:
  - image-segmentation
annotations_creators:
  - Hongyuan Zhang, Dekun Meng and Chris Liao

Updated on April 16th 2025

General info and Segmentation classes

  • Total images: 7,838
  • Total plant species: 425
  • Total images with masks: 393,671 (Autolabeled: 290,898, 73.9 %)
    ├── Superclasses
        ├── 'pavement cell': 113,561
        ├── 'stomatal complex': 168,084
    ├── Subclasses of  'stomatal complex'
        ├── 'stoma': 97,691
        ├── 'outer ledge': 11,928
        ├── 'pore': 2,407
  • Total_modalities: 7
    ├── ClearStain_Brightfield
    ├── Imprints_Brightfield
    ├── Imprints_DIC
    ├── Leaf_Brightfield
    ├── Leaf_Topometry
    ├── Peels_Brightfield
    ├── Peels_SEM

Annotation notes

For each image, the annotation was recorded in 'note' section of the corresponding JSON file in the following order: Stomatal morphology - Sampling method - Microscopy type - Image quality (High, Medium, Low) - Image scale bar (pixels / micrometer). For instance: 'Paracytic_Leaf_Topometry_LQ_2.6'

Image sources (annotated by us)

Dataset Licenses No. species No. modalities No. images No. final masks
Aono2021 CC BY 4.0 1 1 131 8,803
Casado-Garcia2020 MIT 3 1 872 28,032
Dey2023 CC BY 4.0 3 1 67 1,522
Ferguson2021 CC BY 4.0 1 1 509 27,393
Fetter2019 CC0 1.0 288 4 826 40,208
Jayakody2017 CC BY 4.0 1 1 42 1,784
Koheler2023 Permitted by authors 1 1 1,164 16,312
Koheler2024 Permitted by authors 1 1 177 6,192
Li2022 Claimed open-source 1 1 142 28,988
Li2023 CC BY 4.0 2 1 540 4,965
Meeus2020 CC BY 4.0 1 1 168 7,019
Meng2023 Permitted by authors 1 1 190 6,600
Pathoumthong2023 CC BY 4.0 1 2 12 1,314
SanteliaLabPeels (ours) CC BY-NC 4.0 2 1 311 11,038
Sultana2021 CC BY 4.0 1 1 386 3,542
Sun2021 CC BY 4.0 1 1 121 3,688
Sun2023 Permitted by authors 1 1 127 4,275
Takagi2023 CC BY 4.0 1 1 8 317
ThathapalliPrakash2021 CC0 1.0 1 1 188 53,337
Toda2018 MIT 1 1 10 1,181
Toda2021 MIT 1 1 340 17,461
Vofely2019 CC0 1.0 103 3 284 30,818
WangRenninger2023 CC BY 4.0 12 1 613 26,246
Xie2021 CC BY 4.0 1 1 304 19,170
Yang2021 GPL-3.0 2 1 11 856
Yang2024 Not-specified 2 3 34 2,185
Yates2018 Permitted by authors 1 1 256 39,450
Zhu2021 BSD 3-Clause 1 1 5 975