ROW Asset Attribute QA
Attribute QA
Reviewers verify required attributes, correct condition calls, and keep coded fields clean before delivery.
Mobile-mapping vendors, public works teams, utility contractors, and asset inventory teams use this kind of review to catch wrong classes, missed assets, duplicate labels, loose centroids, and schema gaps before delivery.
Ingest mobile-mapping output
Run class-specific QA
Correct imagery labels
Clean GIS positions
Export client schema
8
QA records in queue
61%
export readiness
1
ready to ship
Row Asset Manhole Cover.mp4
Confirm class as manhole cover, populate utility subtype, and keep the point at the visible cover center.
Confidence
89%
Geometry
centroid
Readiness
72%
Active QA decision
Status
Attribute hold
Category
Utility inventory
Export blocker
Missing required subtype field
Buyer risk
Wrong utility class or loose center point creates a bad buried-asset layer.
Reviewer note
Source video shows the object clearly enough for a centroid, but the export cannot move until the utility subtype is populated.
Required action
Confirm class as manhole cover, populate utility subtype, and keep the point at the visible cover center.
Review queue
Click a record to sync the table, source evidence, QA decision, and map marker.
| Asset | Decision | Status | Readiness | Blocker |
|---|---|---|---|---|
| ROW-MH-0241 | Fix attribute | Attribute hold | 72% | Missing required subtype field |
| ROW-HY-0188 | Accept | Export ready | 98% | None |
| ROW-CB-0417 | False negative | Add missed asset | 41% | Missing asset must be added |
| ROW-GR-0094 | Move centroid | Needs geolocation | 66% | Point is still on vehicle marker |
| ROW-UP-0122 | False positive | Delete from layer | 18% | Wrong object for ROW inventory |
| ROW-CAB-0063 | Fix attribute | Attribute hold | 69% | Mandatory attributes incomplete |
| ROW-BS-0208 | Mark duplicate | Duplicate hold | 52% | Duplicate candidate not resolved |
| ROW-CR-0275 | Fix attribute | Attribute hold | 74% | ADA fields incomplete |
QA rules from the Drive evidence
ROW Asset Attribute QA
Reviewers verify required attributes, correct condition calls, and keep coded fields clean before delivery.
ROW Asset False Negative QA
Reviewers scan the best image in a sequence, add missed assets, resize boxes, and split multiple objects.
ROW Asset False Positive QA
Wrong-class, duplicate, non-ROW, low-visibility, and private-area detections are deleted before the GIS layer is trusted.
ROW Asset Geolocation QA
Asset points are moved from the vehicle marker to the real-world location using source imagery and map context.
The output is a cleaned asset inventory with review status, deleted records, missed additions, corrected coordinates, and notes your GIS manager can trace.
Average readiness
61%
QA lanes
4
Asset classes
8
Send a sample inventory
Mobile-mapping vendor
Clear backlog without letting inconsistent output reach customers.
Public works or utility team
Clean asset records before they drive maintenance and capital decisions.
GIS manager
Receive a schema-ready layer instead of a cleanup project.
Share a small image sequence, extracted asset table, or GIS layer. We will respond with a pilot QA scope and delivery estimate.
Implementation stack
We choose the stack around the job: browser maps for decision surfaces, spatial databases for reliable data, Python and GIS libraries for analysis, and annotation tools when imagery needs reviewer-ready labels.
QGIS
GIS Software
ESRI ArcGIS
GIS Platform
PostgreSQL
Database
PostGIS
Spatial Database
AWS
Cloud Platform
Google Cloud
Cloud Platform
DuckDB
Analytics Database
OpenAI
AI Platform
Claude AI
AI Assistant
CVAT
Annotation Tool
Python
Programming
React
Frontend
Node.js
Backend
Docker
Containerization
Kubernetes
Orchestration
Azure
Cloud Platform
TensorFlow
Machine Learning
Pandas
Data Analysis
NumPy
Scientific Computing
Jupyter
Data Science
Git
Version Control
Linux
Operating System
Ubuntu
Operating System
Mapbox
Mapping Platform
Leaflet
Web Mapping
Fastapi
API Framework
GeoPandas
Geospatial Analysis
GDAL
Geospatial Library