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--- |
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license: cc-by-nc-sa-4.0 |
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language: |
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- en |
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- es |
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pipeline_tag: image-classification |
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tags: |
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- ecology |
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- wildlife |
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- conservation |
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- nature |
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- namibian fauna |
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--- |
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<p align="center"> |
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<img src="https://cdn-uploads.huggingface.co/production/uploads/65b2145106d8b551236a86be/I9ztrZIJ02wQ5pA55XuKl.jpeg" alt="3-768x576.jpg" width="50%" /> |
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</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/). |
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More info on the model: https://addaxdatascience.com/projects/2023-01-dlc/ |
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| Class | Precision | Recall | Accuracy | |
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|-------------------|-----------|---------|----------| |
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| aardwolf | 84.9% | 93.5% | 89.0% | |
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| african wild cat | 98.9% | 98.5% | 98.7% | |
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| baboon | 93.9% | 96.5% | 95.2% | |
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| bird | 92.1% | 92.9% | 92.5% | |
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| brown hyaena | 96.3% | 97.6% | 97.0% | |
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| caracal | 75.0% | 85.7% | 80.0% | |
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| cattle | 96.2% | 99.1% | 97.6% | |
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| cheetah | 88.8% | 95.9% | 92.2% | |
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| donkey | 93.0% | 67.7% | 78.4% | |
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| elephant | 97.3% | 95.5% | 96.4% | |
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| fox | 80.4% | 77.4% | 78.9% | |
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| gemsbok | 94.4% | 96.1% | 95.3% | |
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| genet | 87.5% | 50.0% | 63.6% | |
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| giraffe | 97.5% | 96.9% | 97.2% | |
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| hare | 98.6% | 97.5% | 98.0% | |
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| honey badger | 70.7% | 78.4% | 74.4% | |
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| hyrax | 94.1% | 100.0% | 97.0% | |
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| jackal | 83.5% | 90.5% | 86.9% | |
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| klipspringer | 77.8% | 93.3% | 84.8% | |
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| kudu | 90.8% | 98.8% | 94.6% | |
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| leopard | 93.4% | 81.4% | 87.0% | |
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| lion | 96.8% | 96.6% | 96.7% | |
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| mongoose | 76.5% | 89.5% | 82.5% | |
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| ostrich | 92.9% | 94.9% | 93.9% | |
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| porcupine | 98.0% | 96.5% | 97.2% | |
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| rhinoceros | 89.1% | 94.8% | 91.9% | |
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| spotted hyaena | 96.4% | 92.9% | 94.6% | |
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| springbok | 91.5% | 90.3% | 90.9% | |
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| steenbok | 85.7% | 95.0% | 90.1% | |
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| zebra | 98.1% | 93.5% | 95.7% | |
