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Computer Vision

Also known as: CV

The field of enabling machines to interpret images and video — detecting, classifying, segmenting and tracking what appears in them.

What Computer Vision is

Computer vision spans classification, object detection, segmentation, pose estimation, depth perception and video understanding. Multimodal language models now handle many of these tasks conversationally.

How it works

Convolutional networks and vision transformers learn hierarchical visual features from labelled or self-supervised image data. Deployment often quantises the model to run on cameras or embedded devices.

Why it matters

It is the sensing layer of physical automation — manufacturing inspection, medical imaging, retail analytics and autonomous vehicles all depend on it.

Common uses

  • Defect detection on production lines
  • Medical image triage
  • Retail shelf and footfall analytics
  • Driver assistance and navigation

Strengths

  • Superhuman consistency on narrow tasks
  • Runs on cheap edge hardware

Watch for

  • Sensitive to lighting and viewpoint shifts
  • Face-related uses raise serious privacy issues

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