Image Processing
Habitat Classification
Iceland possesses unique nature that can be classified into various habitat types based on flora and fauna. This challenge involves using satellite imagery and land survey data to automatically identify these diverse areas. By classifying the landscape in this way, we can better monitor changes in nature and contribute to more effective conservation. This is an exciting challenge where cutting-edge technology meets Icelandic natural science with the goal of mapping the country's precious resources.
Challenge Details
Evaluation Metric
Weighted F1 score based on class size
Baseline Model
Stratified sampling, gets around 4% weighted F1
Time Limit
10 seconds per prediction
Beginner Tips
- Normalize channels separately
- Use data augmentation
- Ensemble models
- Rare classes matter for F1 scores
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