Browse State-of-the-Art › Meter Reading
Meter Reading
3 papers with code · 4 benchmarks · 4 datasets archive 2025-07-28
Benchmarks archive 2025-07-28
4 leaderboard tables shown for this task, 4 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.
| Dataset | Best model (first row in archive order) | Paper | Code | Syntology | Compare |
|---|---|---|---|---|---|
| UFPR-ADMR-v1 (11 rows) | Faster-RCNN (ResNeXt-101) | Deep Learning for Image-based Automatic Dial Meter Reading:... | — | — | Compare |
| UFPR-AMR (3 rows) | Fast-YOLOv2 + CR-NET | Convolutional Neural Networks for Automatic Meter Reading | — | — | Compare |
| Copel-AMR (2 rows) | Fast-YOLOv4-SmallObj + CDCC-NET + Fast-OCR | Towards Image-based Automatic Meter Reading in Unconstrained... | — | — | Compare |
| UFPR-AMR Dataset (2 rows) | Fast-YOLOv4-SmallObj + CDCC-NET + Fast-OCR | Towards Image-based Automatic Meter Reading in Unconstrained... | — | — | Compare |
Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.
Libraries
Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.
Datasets archive 2025-07-28
4 datasets whose archive record lists this task, ordered by the archive's paper count.
Subtasks archive 2025-07-28
1 subtask in the archive's task tree.
Most implemented papers archive 2025-07-28
3 shown of 3 papers with code (9 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.
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10 May 2023 1 repository listedThis paper presents an in-depth evaluation and comparison of state-of-the-art time series classifiers applied to detecting the presence/absence of diverse appliances in very low-frequency smart meter data.
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8 Jan 2022 1 repository listedThe replacement of analog meters with smart meters is costly, laborious, and far from complete in developing countries.
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12 Nov 2021 1 repository listedMotivated by the recent advances in the field of artificial intelligence and inspired by open-source open-access initiatives in the research community, we introduce a novel large benchmark dataset of real-life gas meter…
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