Transformers
Safetensors
Crop classification
Geospatial foundation models
Prithvi
Fine-tuning
Remote sensing
ZueriCrop 2.0 dataset
Hierarchical classification
Instructions to use crop-classification/messis with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use crop-classification/messis with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("crop-classification/messis", dtype="auto") - Notebooks
- Google Colab
- Kaggle
Update README.md
Browse files
README.md
CHANGED
|
@@ -13,7 +13,7 @@ tags:
|
|
| 13 |
|
| 14 |
The Messis model leverages a three-tier hierarchical label structure, optimized for remote sensing tasks, to enhance its classification accuracy across different crop types. By adapting Prithvi to the specific challenges of Swiss agriculture—such as smaller field sizes and higher image resolutions by the Sentinel-2 satellites—Messis demonstrates the versatility of pretrained geospatial models in handling new downstream tasks.
|
| 15 |
|
| 16 |
-
Additionally, Messis reduces the need for extensive labeled data by effectively utilizing Prithvi's pretrained weights. In evaluations, Messis achieved a notable F1 score of 34.8% across 48 crop classes
|
| 17 |
|
| 18 |
<img src="./assets/messis.jpeg" alt="Messis" width="600">
|
| 19 |
|
|
|
|
| 13 |
|
| 14 |
The Messis model leverages a three-tier hierarchical label structure, optimized for remote sensing tasks, to enhance its classification accuracy across different crop types. By adapting Prithvi to the specific challenges of Swiss agriculture—such as smaller field sizes and higher image resolutions by the Sentinel-2 satellites—Messis demonstrates the versatility of pretrained geospatial models in handling new downstream tasks.
|
| 15 |
|
| 16 |
+
Additionally, Messis reduces the need for extensive labeled data by effectively utilizing Prithvi's pretrained weights. In evaluations, Messis achieved a notable F1 score of 34.8% across 48 crop classes.
|
| 17 |
|
| 18 |
<img src="./assets/messis.jpeg" alt="Messis" width="600">
|
| 19 |
|