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Re:Lobe.ai – A simple tool for training machine learning models by winchester6788 on Friday October 30, 2020 @03:10PM (#24945731)
If you can position the camera so that only the "counter" is visible from it, a much easier option is to use the pre-trained yolov4.

https://gist.github.com/YashasSamaga/e2b19a6807a13046e399f4b... (download links for yolov4.weights is at https://github.com/AlexeyAB/darknet)

Using this, you will be able to detect if a cat is present in your image.

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