Car Side Recognition(Car position on picture)

Know which side you’re looking at, and where the car actually is.

Classify the vehicle side/orientation and return stable geometry for downstream tasks (cropping, alignment, QA).

Best for

Common places this service fits well.

  • Batch preprocessing
  • Dataset cleaning
  • Auto-cropping UIs
  • Pipeline routing by view

Inputs

What you provide.

  • Photo or frame
  • Optional: expected view

Outputs

What you get back.

  • Side/orientation label + confidence
  • Vehicle bounding box
  • Recommended crop + padding

Try car side recognition

Upload a vehicle photo and see which side is detected.

No file selected

Max size 8 MB. For production, use your own storage or URLs.

Limited demo. For higher volume and auth, sign up and use your API key.

Output
JSON viewer and cURL you can copy.
// Run the demo to see a live
// JSON response here.
// For full docs, sign up and
// open the API reference.

Part of a pipeline?

Side/orientation data routes images to the right downstream processing steps.

  1. Photo input
  2. 1Side recognition
  3. 2Anonymize
  4. 3Damage
Explore

Related services

Most teams start with one capability, then add the ones that remove friction next.

OCR

Read what’s on the car, not what the camera wished it saw.

Extract text from photos (dash, documents, stickers, part numbers, plates/VIN) with layout-aware results.

Damage recognition

Turn “looks fine” into measurable findings.

Detect and highlight visible damage areas, returning locations and severity signals you can review.

Image Classification (CLIP)

Tag what’s in the image with flexible, label-aware search.

Classify images using CLIP-style embeddings with support for custom labels and URL-based inputs.