This paper proposes a deep learning scheme to automatically carry out reading recognition
in wheel mechanical water meter images. Aiming at these early water meters deployed in …

The widespread and large-scale distribution of water meter users in China poses a
significant challenge to the traditional manual meter reading method in most regions of the …

In order to improve the accuracy of reading recognition in water meter image, a reading
recognition method based on lightweight convolution neural network is proposed. The water …

As a common measuring instrument, water meters are widely used in places such as water
and power plants and households. The manual reading mode of old-fashioned water meters …

Rapidly recognizing water meter readings is crucial for intelligent water management
systems. Despite the widespread availability of smart water meters, the lower cost of word …

The object detectors based on deep learning, such as Yolov3, Yolov3-tiny, and Yolov4-tiny,
have achieved real-time object detection in various vision tasks. However, long-tailed …

Aiming at water meter reading pictures taken at arbitrary angles in various complex
environments, we propose a robust automatic identification method. This method is based …

At present, there are still many old-fashioned water meters in the society, and the water
department needs to send staff to read the water meter after arriving at the scene with a …

Aiming at the weaknesses of the current meter reading mode, this paper proposes an
intelligent ammeter reading recognition method based on deep learning. A camera is first …

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