2026-10-11T18:24:09Z
https://api.figshare.com/v2/oai
oai:figshare.com:article/31099813
2026-09-17T10:01:06Z
category_29161
category_24190
item_type_3
month_year_09_2026
Supplementary data of<b> OpenSeed: Towards an open-source seed image analysis ecosystem</b>
Anonymous Anonymous (4854526)
Deep learning
Computational ecology and phylogenetics
seed identification
image datasets
large scale
deep learning
open source
<p dir="ltr">The supplementary data of <b>OpenSeed: Towards an open-source seed image analysis ecosystem</b></p><p dir="ltr">This repository contains the following data files:</p><p dir="ltr">Appendix C: Misclassified species and their recall values for scratch-trained models.</p><p dir="ltr">Appendix D: Misclassified species and their recall values for pre-trained models.</p><p dir="ltr">Appendix E: Dataset description file, contains the scientific species name and corresponding ratio.</p><p dir="ltr">Appendix F (SI-OpenSeed.mp4): A running demo of OpenSeed application developed in this study.</p><p dir="ltr">Appendix G (SI-ZLabel.mp4): Data labeling process via ZLabel software developed in this study.</p><p dir="ltr">Appendix H: Map between dataset images and their parent image IDs.</p><p dir="ltr"><br></p><ul><li>images.tar.xz: Seed image dataset without background created in this study.</li><li>images_with_bg.tar.xz: Seed image dataset with background.</li><li>model weights.7z: Scratch-trained and pre-trained model weights in ONNX format.</li></ul><p dir="ltr">Labels are keeping private during peer-review, will be published until accepted.</p><p><br></p>
2026-01-20T18:09:58Z
Dataset
Dataset
10.6084/m9.figshare.31099813.v2
https://figshare.com/articles/dataset/Supplementary_data_of_b_OpenSeed_Towards_an_open-source_seed_image_analysis_ecosystem_b_/31099813
CC BY 4.0