The invention relates to a rapid and accurate water meter metering identification method based on an slimSSD model, and belongs to the technical field of
computer vision and mode identification. The invention relates to a water meter metering rapid and accurate identification method based on a slimSSD model, which comprises the steps of
data preparation, model improvement, model training, model optimization, model secondary fining-tuning,
model testing and model output, and aims to solve the problem that a water meter metering area is interfered by
noise such as water mist and the like and cannot be accurately identified. A mixed
attention model is embedded in each detection
branch to improve an SSD model, a
network model is compressed in combination with a channel
cutting method based on significance driving, redundant channel parameters are deleted, the
processing speed is increased, and the portability of a lightweight
network on embedded equipment is ensured on the basis of ensuring accurate detection and recognition of a water meter metering area.