The first released system towards complex meters` detection and recognition, which is implemented by computer vision techniques
This is the first released system towards detection and recognition of complex meters in wild. The system can be divided into three moduels. Fisrtly, a yolo-based detector is applied to get pure meter region. Secondly, a spatial transformer module is eatablished to rectify the position of meter. Lastly, an end-to-end network is to read meter values, which is implemented by pointer/dail predcition and key number learning.
Visulization results
Left row is the original image, middle row is the process of meter rectification, right row is the result of meter value reading.
ToDo List
- Release testing code
- Release training code and dataset(after paper release)
- existing three-stage models
-