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The domain has witnessed significant growth, particularly with the advent of deep convolutional architectures such as Fully Convolutional Models, U-Net, and DeepLab V3. This presentation will commence by establishing the fundamental concepts of deep image segmentation networks. It will subsequently delve into compelling applications, specifically focusing on Chest X-ray and Brain MRI segmentation, which plays a crucial role in the medical diagnosis of specific diseases. 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