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@@ -38,10 +38,14 @@ We are farmers, and we trained these models on our own barn footage. Instead of
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  legs, a head coming through. That way the system around the model can reason about *how far along* a cow
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  is, not just whether something is happening.
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- **Our latest and best model is `CalvingcatcherV10.pt`.** It is what we run ourselves.
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  More about the full system: [jacobsfarm.github.io/website/projects/calvingcatcher](https://jacobsfarm.github.io/website/projects/calvingcatcher/)
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  ---
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  ## What we detect
 
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  legs, a head coming through. That way the system around the model can reason about *how far along* a cow
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  is, not just whether something is happening.
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+ **Our latest and best model is `CalvingcatcherV11.pt`.** It is what we run ourselves.
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  More about the full system: [jacobsfarm.github.io/website/projects/calvingcatcher](https://jacobsfarm.github.io/website/projects/calvingcatcher/)
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+ Results on a test set
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+ ![5947127158079688394](https://cdn-uploads.huggingface.co/production/uploads/698125f7a72f8b306c9ffa52/1BYCwvQ7TgMzGBF1kyrCe.jpeg)
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  ---
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  ## What we detect