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AI and Deep Learning for Ear Infection Detection ~xRay Pixy

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Learn how AI and deep learning revolutionize ear infection detection, enabling accurate, fast, and automated diagnosis using advanced image processing and machine learning techniques. Video Chapters: Ear Infection Detection using AI and DL 00:00 Introduction 00:14 My Experience with Ear Infections 01:15 Topics Covered 02:24 Ear Infections 02:48 Ear Infection Signs 03:55 Ear Infection Preventions 04:29 Ear Infection Types 05:19 Ear Infection Causes 06:14 How Bacteria and Fungus Grow in Ear 07:26 My Mistakes 08:49 Doctors Advise after Ear Infection 09:45 Ear Infection Common Symptoms 10:37 Automated Ear Infection Detection with Deep Learning AI 15:09 Smartphone Otoscopes 16:04 Conclusion Ear fungus, also known as otomycosis , is a fungal infection of the outer ear canal. If an ear infection is not treated on time, it can lead to serious complications.  Hearing Loss – Persistent infections can damage the eardrum and middle ear structures, leading to partial or permanent hearing loss....

Viewing Pipeline - 2 Dimensional Viewing in Computer Graphics

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 Viewing Pipeline: Viewing Transformation in several steps: 1. Modeling Coordinates 2. World Coordinate System 3. Clipping Window 4. Normalize - Normalized Coordinates  5. Device Coordinate  6. ViewPort 7. Clipping First, we construct the scene in the world coordinates using the output primitives. Next, obtain a particular orientation for the window, we can set up a 2D viewing coordinate plane and define windows in the viewing coordinate system. The viewing coordinate reference frame is used to provide a method for setting up arbitrary orientations for a rectangular window.  Once the viewing reference frame is established. we can transform description in the world coordinate to viewing coordinates. After that define a viewport in normalized coordinates ( in the range from 0 to 1). 2D Viewing Pipeline can be achieved by the following steps:  1. Construct world coordinate scene using modeling coordinate transformation.  2. convert world coordinates to viewin...
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