What is Computer Vision?
Computer Vision — A field of AI that enables computers to interpret and make decisions based on visual data like images and videos.
Computer vision powers applications from quality control in manufacturing to medical imaging analysis. Modern CV models can classify images, detect objects, segment scenes, and even generate images. They typically use convolutional neural networks or vision transformers.
Frequently Asked Questions
What business problems does computer vision solve?
Automated quality inspection, document processing (OCR), security surveillance, medical imaging diagnosis, inventory tracking, and autonomous vehicle navigation.
How much data do I need to train a CV model?
Pre-trained models can be fine-tuned with as few as 100-500 labeled images. Training from scratch typically requires tens of thousands of labeled images.
Can computer vision work in real-time?
Yes. Models like YOLO can process video feeds at 30+ frames per second, enabling real-time applications like defect detection on production lines.