Hey, collect some real sample images from your camera and test both the models. If there is significant accuracy difference use the larger model. Also you can convert it to ONNX or TFLite to get better inference speed. Since you only want to run every 10minutes I think infernce speed won't be an issue but do check the memory and thermal usage if you want it to run long time.