mechanical-dial
Raw-Mechanical-Utility-Meter-Dial-and-Serial-Number-Images
Raw Mechanical Utility Meter Dial & Serial Number Images (Preview Set – 50 Images)
Dual-Target Real-World Meter Photos for Computer Vision & OCR Training
Billions of legacy mechanical utility meters are still running worldwide, and teaching a model to read spinning analog dials alongside engraved serial numbers requires serious visual diversity. This preview release gives you 50 free sample images pulled from our full 9,299-image mechanical meter collection, so you can evaluate… See the full description on the dataset page: https://huggingface.co/datasets/utilitimetersai/Raw-Mechanical-Utility-Meter-Dial-and-Serial-Number-Images.Raw-Mix-Mechanical-LCD-Meter-Dial-and-Serial-Number-Images
Ultimate Mix: Mechanical + LCD/LED Utility Meter Images (Preview Set – 50 Images)
50 real-world images free — full 11,589-image dataset available via UtilityMeters.ai
Train a single, universal detection model that works across legacy mechanical dials and modern LCD/LED smart meters — no separate pipelines needed.
This free sample gives you 50 unannotated, high-fidelity raw images pulled directly from our full 11,589-image "Ultimate Mix" collection, covering electricity, water… See the full description on the dataset page: https://huggingface.co/datasets/utilitimetersai/Raw-Mix-Mechanical-LCD-Meter-Dial-and-Serial-Number-Images.Raw-Mechanical-Utility-Meters-Dials-Images
Raw Mechanical Utility Meters Dials Images (Free Demo)
Don't just collect data — build a solution.
Note: This repository contains a free demo set of 50 raw photographs (640×640) of legacy mechanical utility meters.
The full commercial dataset — 21,000+ curated images plus pre-trained AI models — is available at UtilityMeters.ai.
About This Dataset
This collection bridges the gap between old-school analog dials and modern smart city systems. These raw… See the full description on the dataset page: https://huggingface.co/datasets/utilitimetersai/Raw-Mechanical-Utility-Meters-Dials-Images.Annotated-Mechanical-And-LCD-Utility-Meter-Dials-Dataset
Utility Meter Digits — Hybrid Mix (Analog + Digital) · 50-Image Preview
This is a free 50-image preview of DS_mixed_scor_labeled_v1_2026 — 21,914 fully annotated real-world utility meter images.
We published these 50 photos for one reason: to show exactly what a serious meter-reading dataset should look like before you spend a single dollar or a single week of labeling time. Every sample here is a real field capture with real annotations — no synthetic renders, no clean studio… See the full description on the dataset page: https://huggingface.co/datasets/utilitimetersai/Annotated-Mechanical-And-LCD-Utility-Meter-Dials-Dataset.Annotated-Mechanical-Utility-Meter-Dials-Dataset
📊 Annotated Mechanical Utility Meter Dials Dataset
Solve the "half-digit" problem in automated meter reading.
16,324 expertly labeled images of mechanical utility meters, captured in real-world, in-the-wild conditions across water, gas, electricity, and heat meters from 100+ European manufacturers.
🔍 This is a preview / sample listing. The full dataset, plus a free bonus pre-trained model, is available at utilitymeters.ai.
Dataset Summary
Legacy Automated… See the full description on the dataset page: https://huggingface.co/datasets/utilitimetersai/Annotated-Mechanical-Utility-Meter-Dials-Dataset.Annotated-Mechanical-Utility-Meter-Dials-And-Serial-Numbers-Dataset
DS_mech_scor_ser_labeled_v1_2026
Mechanical Meter Dials + Serial Numbers — Annotated Vision Dataset
9,299 labeled image kits · 35 classes · YOLO + PASCAL VOC · dual-target annotations
Dataset Summary
This dataset trains a model to read the consumption value and identify the physical device in a single forward pass. Most meter-reading datasets stop at digits — this one goes further: every image carries dual-target annotations, so a network learns to extract the… See the full description on the dataset page: https://huggingface.co/datasets/utilitimetersai/Annotated-Mechanical-Utility-Meter-Dials-And-Serial-Numbers-Dataset.