Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
https://github.com/tushar2704/plant_seedling_classification
This project focuses on the classification of plant seedlings using deep learning techniques. The goal is to develop a model that can accurately identify different types of plant species or determine the health status of seedlings based on input images.
https://github.com/tushar2704/plant_seedling_classification
artificial-intelligence classification data-science image-processing project python tushar2704
Last synced: 19 days ago
JSON representation
This project focuses on the classification of plant seedlings using deep learning techniques. The goal is to develop a model that can accurately identify different types of plant species or determine the health status of seedlings based on input images.
- Host: GitHub
- URL: https://github.com/tushar2704/plant_seedling_classification
- Owner: tushar2704
- License: apache-2.0
- Created: 2023-08-10T11:57:00.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2023-08-10T15:11:56.000Z (over 1 year ago)
- Last Synced: 2024-05-11T05:53:46.840Z (8 months ago)
- Topics: artificial-intelligence, classification, data-science, image-processing, project, python, tushar2704
- Language: Jupyter Notebook
- Homepage: https://tushar-aggarwal.com
- Size: 970 KB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Plant Seedling Classification
![Python](https://img.shields.io/badge/Python-3776AB.svg?style=for-the-badge&logo=Python&logoColor=white)
![Pandas](https://img.shields.io/badge/pandas-%23150458.svg?style=for-the-badge&logo=pandas&logoColor=white)
![PyTorch](https://img.shields.io/badge/PyTorch-%23EE4C2C.svg?style=for-the-badge&logo=PyTorch&logoColor=white)
![TensorFlow](https://img.shields.io/badge/TensorFlow-%23FF6F00.svg?style=for-the-badge&logo=TensorFlow&logoColor=white)
![Microsoft Excel](https://img.shields.io/badge/Microsoft_Excel-217346?style=for-the-badge&logo=microsoft-excel&logoColor=white)
![Canva](https://img.shields.io/badge/Canva-%2300C4CC.svg?style=for-the-badge&logo=Canva&logoColor=white)
![Visual Studio Code](https://img.shields.io/badge/Visual%20Studio%20Code-0078d7.svg?style=for-the-badge&logo=visual-studio-code&logoColor=white)
![Markdown](https://img.shields.io/badge/markdown-%23000000.svg?style=for-the-badge&logo=markdown&logoColor=white)
![Microsoft Office](https://img.shields.io/badge/Microsoft_Office-D83B01?style=for-the-badge&logo=microsoft-office&logoColor=white)
![Microsoft Word](https://img.shields.io/badge/Microsoft_Word-2B579A?style=for-the-badge&logo=microsoft-word&logoColor=white)
![GitHub](https://img.shields.io/badge/github-%23121011.svg?style=for-the-badge&logo=github&logoColor=white)
![Windows Terminal](https://img.shields.io/badge/Windows%20Terminal-%234D4D4D.svg?style=for-the-badge&logo=windows-terminal&logoColor=white)
## OverviewThis project focuses on the classification of plant seedlings using deep learning techniques. The goal is to develop a model that can accurately identify different types of plant species or determine the health status of seedlings based on input images.
### Web App comming soon!
## Dataset
Dataset include 4430 files belonging to 12 classes. Dataset is publicly available [here](https://vision.eng.au.dk/?download=/data/WeedData/NonsegmentedV2.zip)## Getting Started
The list of Species is as follows:Black-grass ,Charlock Cleavers, Common Chickweed ,Common wheat ,Fat Hen, Loose Silky-bent ,Maize, Scentless Mayweed, Shepherds Purse, Small-flowered Cranesbill ,Sugar beet
This is an plant seedling classification.I used transfer learning to classify images. The goal is to develop a model that can give more accuracy on the different species of plant.
## License
This project is licensed under the [MIT License](LICENSE).
## Author
- ©2023 Tushar Aggarwal. All rights reserved
- [LinkedIn](https://www.linkedin.com/in/tusharaggarwalinseec/)
- [Medium](https://medium.com/@tushar_aggarwal)
- [Tushar-Aggarwal.com](https://www.tushar-aggarwal.com/)
- [New Kaggle](https://www.kaggle.com/tagg27)## Contact me!
If you have any questions, suggestions, or just want to say hello, you can reach out to us at [Tushar Aggarwal](mailto:[email protected]). We would love to hear from you!