Credits
SeedCadence is built with photos and tools that other people shared. We thank them. Their work is listed here with its licence. Being listed here does not mean they support SeedCadence.
Photos
| What | Credit | Licence | What we did with it |
|---|---|---|---|
| Germination dataset, version 3 | Genze, N. and Grimm, D. "Data for: Accurate Machine Learning-Based Germination Detection, Prediction and Quality Assessment of Various Seed Cultivars". Mendeley Data, version 3, 2023. doi:10.17632/4wkt6thgp6.3 | CC BY 4.0 (creativecommons.org/licenses/by/4.0) | SeedCadence AI learned from these photos and was tested on them. Some are shown on this site with the app's marks drawn on top. Some are cut to show one seed. |
| The paper behind the photos | Genze, N., Bharti, R., Grieb, M., Schultheiss, S. J. and Grimm, D. G. "Accurate machine learning-based germination detection, prediction and quality assessment of three grain crops". Plant Methods 16, 157 (2020). doi:10.1186/s13007-020-00699-x | CC BY 4.0 (creativecommons.org/licenses/by/4.0) | We compare our results with the scores in this paper. |
Inside SeedCadence AI and the app
| Tool | What it does here | Licence |
|---|---|---|
| PyTorch and torchvision | The seed finder runs on them. It started from torchvision's own weights, which were trained on the COCO photo set. | BSD style |
| OpenCV | Reads each photo, checks it, and reads the marks on the tray card. | Apache 2.0 |
| NumPy and SciPy | Sums, and matching each seed from one photo to the next. | BSD style |
| Pillow | Opens and saves pictures. | MIT-CMU |
| ReportLab, open source edition | Makes the PDF reports and the tray cards. | BSD |
| FastAPI and Pydantic | The app's server. | MIT |
| Uvicorn | Runs the server. | BSD 3-Clause |
| asyncpg | Talks to the database. | Apache 2.0 |
| argon2-cffi | Keeps passwords safe. | MIT |
| python-multipart | Receives the photos you send. | Apache 2.0 |
| PostgreSQL | The database. | PostgreSQL Licence |
This website
| Tool | What it does here | Licence |
|---|---|---|
| Next.js and React | The pages. | MIT |
| Tailwind CSS | The styles. | MIT |
| three.js | The 3D pictures of seeds, the tray and the phone. | MIT |
| Motion | Movement as you scroll. | MIT |
| Lenis | Smooth scrolling. | MIT |
| Mona Sans | The font for headings and text. | SIL Open Font License 1.1 |
| JetBrains Mono | The font for labels and buttons. | SIL Open Font License 1.1 |