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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 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. Artificial Intelligence (AI) www.visualpath.in +91-7032290546
How Computer Vision Works How Computer Vision Works Input: Input: Images or video data from cameras or sensors Processing: Processing: Uses AI models, often deep learning (CNNs), to extract meaningful features Output: Output: Identifies objects, patterns, or actions for decision-making www.visualpath.in +91-7032290546
Key Components of Computer Vision Key Components of Computer Vision Image Classification Image Classification Identifying what s in an image Object Detection Object Detection Locating objects within images Segmentation Segmentation Dividing images into regions of interest Facial Recognition Facial Recognition Detecting and matching human faces www.visualpath.in +91-7032290546
Tools & Technologies Tools & Technologies Frameworks: Frameworks: OpenCV, TensorFlow, PyTorch Cloud Services: Cloud Services: Azure Computer Vision API, AWS Rekognition, Google Vision AI Hardware: Hardware: Cameras, GPUs, edge devices www.visualpath.in +91-7032290546
Use Cases in Daily Life Use Cases in Daily Life Facial unlock Facial unlock on smartphones Self Self- -driving cars driving cars using vision for navigation Social media Social media platforms for photo tagging Retail Retail (e.g., cashier-less stores like Amazon Go Amazon Go) www.visualpath.in +91-7032290546
Industrial Applications Industrial Applications Healthcare: Healthcare: Medical imaging diagnostics Manufacturing: Manufacturing: Quality inspection in production lines Agriculture: Agriculture: Monitoring crop health Security: Security: Surveillance and threat detection www.visualpath.in +91-7032290546
Computer Vision in Azure AI Computer Vision in Azure AI Azure offers robust tools like: Azure Computer Vision API Azure Computer Vision API for image analysis Custom Vision Custom Vision for training tailored models Azure Video Indexer Azure Video Indexer for video analysis www.visualpath.in +91-7032290546
Conclusion 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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Thank You www.visualpath.in www.visualpath.in +91-7032290546
