Soil Classification Challenge - Annam.ai

Team Information

• Team Name: SoilClassifiers
• Organization: Annam.ai IIT Ropar
• Team Members:
  • Siddhant Bhardwaj
  • Sivadhanushya
• Competition Rank: 36

Project Structure

.
├── .github/
│   └── workflows/
│       └── push.yml
├── challenge-1/
│   ├── data/
│   │   └── download.sh
│   ├── docs/
│   │   └── cards/
│   │       └── ml-metrics.json
│   ├── notebooks/
│   │   ├── training.ipynb
│   │   └── inference.ipynb
│   ├── requirements.txt
│   └── src/
│       ├── postprocessing.py
│       └── preprocessing.py
├── challenge-2/
│   ├── data/
│   │   └── download.sh
│   ├── docs/
│   │   └── cards/
│   │       └── ml-metrics.json
│   ├── notebooks/
│   │   ├── training.ipynb
│   │   └── inference.ipynb
│   ├── requirements.txt
│   ├── README.md
│   ├── postprocessing.py
│   └── src/
│       ├── postprocessing.py
│       └── preprocessing.py
└── README.md

Setup Instructions

1. Clone the repository:

git clone https://github.com/CodeSasuke/soil-classification-challenge_annam
cd Soil-classification-challenege-annam

2. Create a virtual environment:

python -m venv venv
source venv/bin/activate  # On Windows use: venv\Scripts\activate

3. Install dependencies:

pip install -r challenge-1/requirements.txt

Model Performance

• F1 Score: 0.9009
• Platform: Kaggle (Username: annam.ai)

Running the Code

Challenge 1: Model Training

See detailed instructions in challenge-1/README.md

Required Dependencies:

• torch >= 1.10.0
• torchvision >= 0.11.0
• pandas >= 1.3.0
• numpy >= 1.21.0
• And other packages listed in requirements.txt

Challenge 2: Post-processing

See detailed instructions in challenge-2/README.md

Main features:

• Prediction formatting
• Submission file generation
• Label distribution analysis

Contributing

1. Fork the repository
2. Create your feature branch
3. Commit your changes
4. Push to the branch
5. Create a new Pull Request

License

[Specify your license information here]