Automotive exterior damage photo data, labeled for detection
An automotive exterior damage photo category is photography of vehicle exteriors showing dents, scratches, cracked panels and other visible damage, captured from angles that match how an inspection app or claims tool actually views a car, then labeled so a model can detect and classify what it sees. Every project is scoped to your own brief, and the same review pass that checks our other image work runs here too.
What is automotive exterior damage photos?
Automotive exterior damage photo data is a set of vehicle photographs showing dents, scratches, cracked bumpers and similar exterior damage, captured under a defined brief and labeled with boxes or tags so a model can learn to detect and classify that damage.
A brief for this category usually settles the vehicle types and angles you need, the kinds of damage in scope, and whether labeling should mark just the damaged region or also grade its severity. We don't publish a standard list of damage types or a fixed shot count. Tell us what your model needs to recognize and we'll scope the capture and the labeling around it.
This category maps to our Computer vision service. For a wider look at collecting images, see image data.
A model trained on stock photography often underperforms the moment it meets a real phone camera: awkward angles, mixed lighting, partial occlusion. Training and testing against images captured the way your users actually take them closes that gap before it shows up in production.
This category at a glance
- Data type
- Image
- Service
- Computer vision
- Who works on it
- Contributors from our network of 30,000+ people worldwide, matched to your brief.
- Review
- A review pass before anything is delivered.
- Your data
- NDA first, used only for the agreed scope, returned or deleted when you ask.
- First step
- A small free sample before you commit.
Where exterior damage photos fit
This category runs through our Computer vision service. You can also browse every category on the datasets hub.
More in this category: Automotive Interior Cabin Photo Data, Automotive Parts and Assembly Photo Data and Healthcare Facility and PPE Photo Data.
Questions about automotive damage photos
The datasets FAQ covers questions that apply across every category.
Are these real vehicles or stock damage photos?
Neither in the sense of stock. Photos are captured for your brief, on vehicles and damage types you specify, not pulled from a library.
Can you label damage severity as well as location?
Yes. Labeling can mark the damaged area with a box and add a tag or category for severity, depending on what your brief asks for.
Can you cover specific vehicle types or damage categories?
Yes. Tell us the vehicle types, angles and damage categories your model needs and we'll match capture and labeling to them.
Can we see a sample before committing?
Yes. A small free sample comes before any full engagement.
Can this be combined with other domains or data types in one engagement?
Yes. One brief and one named contact can cover several domains or data types together, backed by our 30,000+ person network and 150+ projects delivered so far.
Request this category
Pick the data type, add the languages and a rough volume, and send it. We'll produce a small sample free before you commit.
- Your named contact replies within one business day.
- We sign an NDA before any data changes hands.
- We produce your free sample, then agree the full scope.
This opens your email app with the brief filled in. Nothing is sent until you press send. You can also use the contact page.