Final inspection · outside of the car

Final inspection from four photos.

Finds missing parts, the wrong part for the car's version, and lights that don't work. One photo of each side is all it needs.

A concept car being scanned. As the scan line passes, each part gets an outline and a label: headlight, wipers, wheels, side mirror.

01Is every part there?

02Right part for the version?

03Do the lights work?

Check a car Try a sample car

Runs on this device. Photos never leave it.

Video uploadSOON Live cameraSOON

For quality staff

Missing parts, the wrong part for the version and lights that don't turn on, marked on the photo.

For managers

About a second per photo on a laptop with a graphics card. Every check is counted on the dashboard.

For IT

Runs in the browser. Nothing is installed or uploaded; results stay on the device.

Home

Sample cars

Each picture shows what's wrong. Tap one to run the check on the car's real photo. SIMULATED means we added the fault on purpose.

Photo credits

Home

01 CAR02 PHOTOS

Which car?

Pick the model and its exact version. Wheels, fog lights and headlights differ between versions.

Change car

01 CAR02 PHOTOS

Add photos

FRONT ↑

Tap a side to take or choose its photo. Stand back so the whole car is in it. Daylight or shade works best.

Sides without a photo won't be checked.

AUTOMOBILE VISION

Checking

Dashboard

Every car checked on this device. Saved here only; no photos are kept.

Home

About

A camera-based helper for the final check at the end of the line, built as a demo.

How it works

01
Pick the carThe model and its exact version.
02
Add four photosFront, rear, left and right, the whole car in each.
03
Get the checklistEvery problem marked on the photo, in about a second per photo.

Your photos stay on this deviceThe check runs inside your browser. Photos are never uploaded. Only the results are saved, on this device, for the dashboard.

What it checks today

The outside of the Corolla Altis X and the Yaris: is each part there, is it the right one for the version, and do the lights turn on.

HeadlightsTail lightsFog lightsSide mirrorsWipersDoor handlesWheelsLogosBadgesGrilleTrunk chrome strip

What SIMULATED means

SIMULATED sample cars have a fault added on purpose, for example a mirror erased from the photo. They are always labelled, on the card, on the results and on the photo itself.

Credits and licences

Part finderRF-DETR by RoboflowApache 2.0
Runs withONNX Runtime Web by MicrosoftMIT
CGI carCar Concept by Eric Chadwick / Darmstadt Graphics Group, based on a public-domain model by Unity Fan. Logos removed, repainted and rendered by us.CC BY 4.0
Sample photosWikimedia Commons and Flickr authorsCC BY, CC BY-SA
FontsArchivo by Omnibus-Type, JetBrains Mono by JetBrainsSIL OFL 1.1

See every photo with its author