Meter Reading
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Benchmarks
Most implemented
Appliance Detection Using Very Low-Frequency Smart Meter Time Series
Image-based Automatic Dial Meter Reading in Unconstrained Scenarios
NRC-GAMMA: Introducing a Novel Large Gas Meter Image Dataset
Papers
DialBench: Towards Accurate Reading Recognition of Pointer Meter using Large Foundation Models
The precise reading recognition of pointer meters plays a key role in smart power systems, but existing approaches remain fragile due to challenges like reflections, occlusions, dynamic viewing angles, and overly between…
Meter ReadingAppliance Detection Using Very Low-Frequency Smart Meter Time Series
In recent years, smart meters have been widely adopted by electricity suppliers to improve the management of the smart grid system. These meters usually collect energy consumption data at a very low frequency (every 30mi…
Meter ReadingTime SeriesTime Series ClassificationImage-based Automatic Dial Meter Reading in Unconstrained Scenarios
The replacement of analog meters with smart meters is costly, laborious, and far from complete in developing countries. The Energy Company of Parana (Copel) (Brazil) performs more than 4 million meter readings (almost en…
Dial Meter ReadingImage-based Automatic Meter ReadingMeter ReadingNRC-GAMMA: Introducing a Novel Large Gas Meter Image Dataset
Automatic meter reading technology is not yet widespread. Gas, electricity, or water accumulation meters reading is mostly done manually on-site either by an operator or by the homeowner. In some countries, the operator …
Meter ReadingTowards Image-based Automatic Meter Reading in Unconstrained Scenarios: A Robust and Efficient Approach
Existing approaches for image-based Automatic Meter Reading (AMR) have been evaluated on images captured in well-controlled scenarios. However, real-world meter reading presents unconstrained scenarios that are way more …
Image-based Automatic Meter ReadingMeter ReadingOptical Character Recognition (OCR)Deep Learning for Image-based Automatic Dial Meter Reading: Dataset and Baselines
Smart meters enable remote and automatic electricity, water and gas consumption reading and are being widely deployed in developed countries. Nonetheless, there is still a huge number of non-smart meters in operation. Im…
Dial Meter ReadingImage-based Automatic Meter ReadingMeter Reading