The objective of this project was to design an algorithm to read the exact consumption index from a valid picture of a meter.
We used an implementation of the YOLOv4 algorithm that we customed to our dataset.
The model is live on a web app: http://dnalexen.pythonanywhere.com/.
The dataset is available at: https://challengedata.ens.fr/challenges/30.
This is the link of the trained weight: https://drive.google.com/file/d/14zTJdr4HZShyT_d8k9w8VGUS8RMA4nqL/view?usp=sharing. This is the link of the labelled data: https://app.roboflow.com/ds/IoeDPeuY0z?key=BbnbigmG5a
In the notebook meter-reading-YOLOv4-Roboflow-PyTorch.ipynb, you will find the code explained.