Automating Water Meter Reading using Computer Vision
Blog post from Roboflow
The blog post by Timothy M discusses the automation of water meter reading using computer vision technology, offering a solution to the labor-intensive and error-prone task of manually reading water meters. The method involves capturing images of water meters using a camera, employing a computer vision model developed with Roboflow to detect and extract numerical data, and then transmitting this data to the Qubitro IoT platform via MQTT for purposes such as monitoring usage and billing. The article details the process of building an object detection model using a dataset of labeled images, writing an inference script to detect and sort the numerical sequences correctly, and setting up the Qubitro IoT platform to visualize the data. It highlights the integration of computer vision with IoT platforms to enable efficient, remote, and automatic meter reading, emphasizing the practical application of AI in real-world scenarios.