Solution for image processing and object detection.
We focused on practical solutions for the industry and utilities, such as AMR (Automatic Meter Reading) – automated subtraction/countdown of meter values from the instrument image. We process the photograph of the measuring device, recognize the dial of the device, or other relevant information (e.g., serial number) and subtract/read the value from the meter. In the search for a solution, we evaluated various modern architectures of convolutional neural networks for image processing and object detection such as YOLO, EfficientNet, as well as our own networks to achieve the highest possible reading accuracy. The resulting solution was created by an original combination of these approaches.PDF na stiahnutie