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What is Computer Vision, and How is it Used in AI Applications? Subtitle: Understanding the Role of Computer Vision in Modern AI www.visualpath.in +91-7032290546
Introduction to Computer Vision • Computer Vision is a field of Artificial Intelligence (AI) that enables machines to interpret and understand visual information from the world. • It mimics human sight by capturing, processing, and analyzing images or videos. www.visualpath.in +91-7032290546
How Computer Vision Works • Input: Images or video data from cameras or sensors • Processing: Uses AI models, often deep learning (CNNs), to extract meaningful features • Output: Identifies objects, patterns, or actions for decision-making www.visualpath.in +91-7032290546
Key Components of Computer Vision • Image Classification – Identifying what’s in an image • Object Detection – Locating objects within images • Segmentation – Dividing images into regions of interest • Facial Recognition – Detecting and matching human faces www.visualpath.in +91-7032290546
Tools & Technologies • Frameworks:OpenCV, TensorFlow, PyTorch • Cloud Services: Azure Computer Vision API, AWS Rekognition, Google Vision AI • Hardware: Cameras, GPUs, edge devices www.visualpath.in +91-7032290546
Use Cases in Daily Life • Facial unlock on smartphones • Self-driving cars using vision for navigation • Social media platforms for photo tagging • Retail (e.g., cashier-less stores like Amazon Go) www.visualpath.in +91-7032290546
Industrial Applications • Healthcare: Medical imaging diagnostics • Manufacturing: Quality inspection in production lines • Agriculture: Monitoring crop health • Security: Surveillance and threat detection www.visualpath.in +91-7032290546
Computer Vision in Azure AI • Azure offers robust tools like: • Azure Computer Vision APIfor image analysis • Custom Vision for training tailored models • Azure Video Indexer for video analysis www.visualpath.in +91-7032290546
Conclusion • Computer Vision plays a vital role in AI, enabling machines to "see" and understand the world. • Its applications span across industries, driving innovation and automation. • With cloud platforms like Azure, implementing computer vision is more accessible than ever. www.visualpath.in +91-7032290546
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