INFRASTRUCTURE AI

CVAT Data Annotation Solutions for Infrastructure & Utility

Turn drone, helicopter, vehicle-mounted, and fixed-camera imagery into model-ready datasets for asset inspection, defect detection, vegetation management, and condition monitoring.
Need to keep your data in your own infrastructure? Explore CVAT Enterprise
APPLICATIONS
Build high-quality training data for infrastructure AI tasks
Create labeled datasets for asset inspection, defect detection, vegetation management, and condition monitoring across aerial, vehicle-mounted, fixed-camera, and in-pipe capture.
Power line and transmission asset inspection
Label conductors, insulators, cross-arms, dampers, and pole-top hardware in drone and helicopter imagery for automated fault detection.
Vegetation encroachment and right-of-way monitoring
Segment canopy, tree lines, and clearance zones along transmission and distribution corridors to flag encroachment before it causes an outage.
Substation and equipment condition monitoring
Annotate transformers, breakers, bushings, gauges, and thermal anomalies for equipment health and predictive maintenance models.
Corrosion, crack, and structural defect detection
Mark rust, spalling, cracking, and deformation on towers, bridges, culverts, and concrete structures for automated condition grading.
Pipeline and buried network inspection
Label pipeline right-of-way imagery and in-pipe CCTV footage for leaks, third-party interference, joint defects, and blockages.
Asset inventory and condition assessment
Detect and classify poles, meters, valves, hydrants, and street furniture to build and maintain accurate asset registries.
CVAT PLATFORM

Manage the full infrastructure annotation workflow in CVAT

Import drone, helicopter, vehicle-mounted, and CCTV footage, annotate assets and defects, coordinate multi-stage review, and export model-ready datasets from one workspace.

1. Import data from local files and cloud storage

Upload local datasets and existing annotations
Connect Amazon S3, Azure Blob Storage, Google Cloud Storage, and other storages
Use S3-compatible buckets or self-hosted storage

2. Manage projects, tasks, jobs, and team access

Organize annotation work into projects, tasks, and jobs
Assign annotators, reviewers, and project contributors
Manage roles, permissions, stages, statuses, and task ownership

3. Label data with manual and automated tools

Create boxes, polygons, masks, skeletons, tags, and tracks
Speed up labeling with SAM 2, SAM 3, Ultralytics, Hugging Face models, or custom models
Support detection, segmentation, tracking, pose estimation, and other CV workflows

4. Validate annotations and control quality

Review jobs through validation and acceptance stages
Measure quality with ground truth, honeypots, and consensus workflows
Resolve issues and keep quality decisions traceable

5. Monitor task progress and team workload

Track progress across projects, tasks, and jobs
Monitor team workload and completion status
Identify bottlenecks and measure annotation and validation throughput

6. Export datasets and integrate CVAT workflows

Export data in 20+ formats, including COCO, YOLO, KITTI, Cityscapes, and Pascal VOC
Automate import, task management, and export through API, SDK, and CLI
Build custom integrations around CVAT data labeling and ML workflows
CVAT LABELING SERVICES
Have CVAT deliver your infrastructure training dataset
Provide your imagery, label taxonomy, annotation guidelines, and quality requirements. Our project managers, annotators, and validators handle setup, labeling, review, and final delivery.
300+ dedicated annotators across 12 time zones
Real-time progress dashboards and delivery tracking
Scales from 1,000 to 100M+ labels without you hiring a single person
Multi-stage QA with rework guarantees and accuracy benchmarks
WHY CVAT
Why choose CVAT for infrastructure data annotation?
Capture complex assets and defects, control where inspection data is processed, and scale through survey peaks.
Precise labels for assets and defects
Mark conductors, pipelines, cracks, corrosion, vegetation, and equipment with boxes, polygons, masks, polylines, points, and structured attributes.
Keep restricted inspection data in your environment
Use CVAT Online, deploy CVAT Enterprise in your infrastructure, or build on the open-source Community edition when utility and critical-asset data must stay under your control.
Capacity for surveys and storm-response backlogs
Add CVAT Labeling Services for seasonal surveys, storm response, or multi-site backlogs without moving the project to another annotation system.
CUSTOMER REVIEWS
Why AI teams choose CVAT for labeling their data
4.5/5

CVAT helped me build an AI-powered inventory counting solution for warehouse operations. The annotation workflow was efficient, and it made it much easier to create high-quality training data for accurate object detection and counting.

Sukanya Suman Kalyan

Azure Data Engineer

We selected CVAT after evaluating several options and determined it was the best fit for our instance segmentation workflows. Features such as automatic bordering and bitmap visualization help us improve annotation quality while maintaining high productivity.

Jorge Rojas

Ph.D. Candidate & Research Assistant

SIYTE is an AI-powered intelligence platform connecting cameras, sensors and systems with CVAT playing an instrumental role in supporting our data annotation and model training function. CVAT is a reliable and easy to use tool that genuinely supports how our teams build and refine computer vision models.

Jamie Gale

Chief Technology Officer

At Dragonfly AI we help brands measure creative effectiveness of marketing materials e.g. packaging, advertisements etc. using patented AI. CVAT helps us efficiently track attention-critical areas in video ads and feed structured annotation data into our proprietary attention measurement algorithm. The platform is straightforward, reliable, and fits naturally into our workflow.

Will Champion

Customer Success Executive

We began our AI journey with CVAT because, at the time, it was the only solution truly bridging the gap between raw data capture and practical model training workflows. Years later, it continues to be a foundational part of our pipeline thanks to its robustness, flexibility, and deep alignment with real-world computer vision development needs.

Maikel Boerebach

Business Development Manager

We chose CVAT for its strong balance of capability and cost control. It allows us to build and manage our annotation workflows without unnecessary overhead.

Craig Metcalfe

COO/CPO

Frequently Asked Questions

What types of inspection data can I annotate in CVAT?
CVAT can be used with drone and helicopter captures, vehicle-mounted survey imagery, fixed-camera and CCTV video, and other inspection footage in supported formats. Teams commonly use it to create training data for asset inspection, defect detection, vegetation management, and condition monitoring.
Can I record defect severity as well as defect type?
Yes. Object attributes let you capture severity grade, material, component type, confidence, or any other structured field alongside the shape itself, so a single annotation pass produces both detection and classification training data.
Can CVAT handle inspection video, not just still images?
Yes. Video can be annotated frame by frame or with track mode, which propagates an object across frames and interpolates between keyframes. This matters for corridor flights and in-pipe CCTV runs, where the same asset appears across long sequences.
Which annotation types work best for infrastructure defects?
Corrosion, spalling, and vegetation are region problems, so masks and polygons carry the boundary. Conductors, pipe runs, and cable routes are geometry problems better served by polylines. Components such as insulators, dampers, and meters are usually boxes or oriented boxes, with points and skeletons where relative position matters. Most inspection projects mix all of these under one taxonomy.
Can we use our own defect detector to pre-label an inspection campaign?
Yes. Import predictions from an existing model or connect a compatible custom model to generate a first pass, then have inspectors confirm, correct, or reject each one. Rejected detections stay in the project as labeled negatives, which is usually where the next round of model improvement comes from.
Can CVAT read imagery straight from the bucket our survey contractor delivers to?
CVAT supports connected cloud storage including Amazon S3, Azure Blob Storage, Google Cloud Storage, and Backblaze B2, so a contractor’s delivery can be annotated where it lands rather than copied into a second store first.
How do we keep severity grading consistent between inspectors?
Define severity as a structured attribute rather than free text, then use ground-truth jobs to measure whether inspectors grade the same defect the same way. Review stages and issue resolution let a senior engineer settle disagreements before the labels reach training.
Can annotations from last year’s inspection be reused this year?
Yes. Asset and defect taxonomies are defined at project level and carry across cycles, and prior annotations or model predictions can be imported into a new task. A repeat survey then starts from the previous baseline, and annotators are effectively labeling what changed.
Can CVAT Labeling Services take on a full inspection backlog?
Yes. The service covers project setup, workforce allocation, annotation, review, quality control, and delivery against your asset taxonomy, severity definitions, and acceptance criteria — which suits storm response or a seasonal survey window that creates more volume than your team can absorb.
Can CVAT run inside our own network for restricted grid data?
CVAT Enterprise supports private-cloud and on-premises deployment, which is typically what utilities need for substation, control-centre, and critical-asset imagery covered by internal security policy or regulatory restriction.

Build your next

infrastructure dataset

with CVAT

Manage annotation with your own team or have CVAT deliver a validated dataset for your model.
Free plan available • No credit card required • GDPR & CCPA compliant
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