Update README.md

README.md

@@ -10,4 +10,44 @@ tags:
 - conservation
 - nature
 - namibian fauna
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+<p align="center">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/65b2145106d8b551236a86be/I9ztrZIJ02wQ5pA55XuKl.jpeg" alt="3-768x576.jpg" width="50%" />
+</p>
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+This is a species classification model for camera trap images to identify 30 species or higher level taxons present in the Skeleton Coast National Park. The model was trained on a set of more than 850,000 images. The classification model has an overall validation accuracy of 95.3%, a precision of 95.4%, and a recall of 95.3%. It is designed to be used in conjunction with MegaDetector as a feature extractor. This pipeline is integrated into the open-source camera trap analysis software [EcoAssist](https://addaxdatascience.com/ecoassist/).
+
+More info on the model: https://addaxdatascience.com/projects/2023-01-dlc/
+
+| Class | Precision | Recall | Accuracy |
+|-------------------|-----------|---------|----------|
+| aardwolf | 84.9% | 93.5% | 89.0% |
+| african wild cat | 98.9% | 98.5% | 98.7% |
+| baboon | 93.9% | 96.5% | 95.2% |
+| bird | 92.1% | 92.9% | 92.5% |
+| brown hyaena | 96.3% | 97.6% | 97.0% |
+| caracal | 75.0% | 85.7% | 80.0% |
+| cattle | 96.2% | 99.1% | 97.6% |
+| cheetah | 88.8% | 95.9% | 92.2% |
+| donkey | 93.0% | 67.7% | 78.4% |
+| elephant | 97.3% | 95.5% | 96.4% |
+| fox | 80.4% | 77.4% | 78.9% |
+| gemsbok | 94.4% | 96.1% | 95.3% |
+| genet | 87.5% | 50.0% | 63.6% |
+| giraffe | 97.5% | 96.9% | 97.2% |
+| hare | 98.6% | 97.5% | 98.0% |
+| honey badger | 70.7% | 78.4% | 74.4% |
+| hyrax | 94.1% | 100.0% | 97.0% |
+| jackal | 83.5% | 90.5% | 86.9% |
+| klipspringer | 77.8% | 93.3% | 84.8% |
+| kudu | 90.8% | 98.8% | 94.6% |
+| leopard | 93.4% | 81.4% | 87.0% |
+| lion | 96.8% | 96.6% | 96.7% |
+| mongoose | 76.5% | 89.5% | 82.5% |
+| ostrich | 92.9% | 94.9% | 93.9% |
+| porcupine | 98.0% | 96.5% | 97.2% |
+| rhinoceros | 89.1% | 94.8% | 91.9% |
+| spotted hyaena | 96.4% | 92.9% | 94.6% |
+| springbok | 91.5% | 90.3% | 90.9% |
+| steenbok | 85.7% | 95.0% | 90.1% |
+| zebra | 98.1% | 93.5% | 95.7% |