Our client manages industrial utility assets and regularly captures equipment images. A robust and scalable solution was needed to automatically read and interpret meter values with high confidence.
We trained deep learning object detection models that automatically extracted the digits from each meter. Since the records are used for customer billing, high accuracy was needed. A second algorithm assessed image quality and prediction confidence to decide whether to accept the model prediction or require manual review. Models were deployed to the customer's cloud using docker containers.