Table 4.
Overview of stomatal traits that have been estimated using deep learning methods and location of associated network code and datasets (where given)
| Image | Stomata | Stoma | Guard cell | Pore | Code/data availability | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Publication | Class | Density | Index | Count | g s | g smax | Width | Length | Area | Width | Length | Area | Length | Class | Width | Area | |
| Jayakody et al. (2017) | x | x | x | x | On request | ||||||||||||
| Toda et al. (2018, Preprint) | x | x | x | x | On request | ||||||||||||
| Bhugra et al. (2018) | x | x | x | x | x | - | |||||||||||
| Fetter et al. (2019) | x | Tool available at: https://stomata.uvm.edu/ |
|||||||||||||||
| Sakoda et al. (2019) | x | x | On request | ||||||||||||||
| Li et al. (2019) | x | x | x | x | On request | ||||||||||||
| Andayani et al. (2020) | x | - | |||||||||||||||
| Meeus et al. (2020) | x | Network code: Github Image data: Zenodo |
|||||||||||||||
| Casado-García et al. (2020) | x | x | x | x | Model and datasets: Github | ||||||||||||
| Millstead et al. (2020) | x | On request | |||||||||||||||
| Song et al. (2020) | x | x | x | x | x | x | - | ||||||||||
| Sultana et al. (2021) | x | x | On request Tool at: http://stomata.plantprofile.net |
||||||||||||||
| Kwong et al. (2021) | x | x | On request | ||||||||||||||
| Bheemanahalli et al. (2021) | x | x | - | ||||||||||||||
| Gibbs et al. (2021) | x | x | x | x | x | x | x | x | x | x | Model and datasets: Github | ||||||
| Aono et al. (2021) | x | Code and dataset: Zenodo | |||||||||||||||
| Ren et al. (2021) | x | - | |||||||||||||||
| Razzaq et al. (2021) | x | x | On request | ||||||||||||||
| Zhu et al. (2021) | x | x | - | ||||||||||||||
| Jayakody et al. (2021) | x | x | Network code: Github Data on request |
||||||||||||||
| Sun et al. (2021) | x | x | x | x | Network code: Github | ||||||||||||
| Costa et al. (2021) | x | x | x | x | - | ||||||||||||
| Yang et al. (2021) | x | x | x | Model and dataset: Github | |||||||||||||
| Cowling et al. (2021, Preprint) | x | x | On request | ||||||||||||||
| Toda et al. (2021) | x | x | x | x | On request | ||||||||||||
| Hunt et al. (2021) | x | - | |||||||||||||||
| Xie et al. (2021) | x | x | x | x | x | Dataset: Illinois data bank | |||||||||||
| Liang et al. (2022) | x | x | x | Trained model available at: http://plantphenomics.hzau.edu.cn/download_checkiflogin_en.action. Source code on request |
|||||||||||||
| Dai et al. (2022, Preprint) | x | x | - | ||||||||||||||
| Sai et al. (2023) | x | x | x | Network code: GitFront | |||||||||||||
| Sun et al. (2023) | x | x | x | On request | |||||||||||||
| F. Zhang et al. (2023) | x | x | x | Network code: Github | |||||||||||||
| X. Zhang et al. (2023, Preprint) | x | x | x | x | - | ||||||||||||
| Dey et al. (2023) | x | x | x | On request | |||||||||||||
| Meng et al. (2023) | x | x | x | On request | |||||||||||||
| Yang et al. (2024) | x | x | x | x | x | On request | |||||||||||
| Takagi et al. (2023) | x | x | Network code and datasets: Github and Zenodo | ||||||||||||||
| Li et al. (2023) | x | x | x | Data available on Zenodo | |||||||||||||
| Pathoumthong et al. (2023) | x | x | Datasets available on Github | ||||||||||||||
| Wang et al. (2024a) | x | x | x | x | x | x | x | x | On request | ||||||||