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The Difference between Image Classification and Object Detection

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  The Difference between Image Classification and Object Detection Artificial Intelligence and computer vision have introduced groundbreaking ways to interpret images through deep learning. Two primary techniques stand out in this domain: image classification and object detection. While they may appear similar, they serve distinct purposes and are used in different scenarios. The Difference between Image Classification and Object Detection 1.      What Is Image Classification? Image classification refers to the process of assigning a label to an entire image. The AI model examines the visual content and determines the most appropriate category. For example, if a photo contains a cat, the classifier will label it as "cat." This method is efficient for tasks where only one primary object or theme needs to be identified. It’s typically used in scenarios like medical image analysis, quality control in manufacturing, and basic visual categorization. Many lea...

The Difference Between OCR and Read API in Azure

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  The Difference between OCR and Read API in Azure Azure offers multiple tools for extracting text from images and documents, notably OCR (Optical Character Recognition) and the newer Read API. Both services are part of Azure Cognitive Services , designed to help businesses automate document processing, improve accessibility, and streamline data extraction workflows. Understanding how these two differ is essential for developers and data engineers building intelligent applications. The Difference Between OCR and Read API in Azure 1.      What is Azure OCR? Azure OCR is the traditional text extraction technology provided by Azure. This tool is useful for simple and moderately complex documents and works well with printed text. However, its capabilities are limited when dealing with low-quality images, handwritten content, or layout-heavy documents. 2.      What is the Azure Read API? The Read API is a more advanced version of OCR in...