Downsampling

Overview: A Comprehensive Survey on Segment Anything Model (SAM)

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Overview: A Comprehensive Survey on Segment Anything Model (SAM)

Source丨Machine Heart Editor丨Extreme City Platform Extreme City Introduction This article is the first comprehensive study introducing the progress of the SAM foundational model. It focuses on the application of SAM in various tasks and data types, discussing its historical development, recent advancements, and profound impacts on widespread applications. Artificial Intelligence (AI) is evolving towards AGI, … Read more

Comprehensive Survey on Segment Anything Model (SAM)

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Comprehensive Survey on Segment Anything Model (SAM)

Source | Machine Heart Editor | Jishi Platform Jishi Introduction This paper is the first comprehensive research introducing the progress of the SAM base model, focusing on its applications in various tasks and data types, discussing its historical development, recent advancements, and the profound impact on widespread applications. Artificial Intelligence (AI) is evolving towards AGI, … Read more

Do CNNs Really Need Downsampling (Upsampling)?

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Do CNNs Really Need Downsampling (Upsampling)?

Click on the above“Learn Visuals” to selectStar or “Top” Heavyweight content, delivered first Background Introduction In common convolutional neural networks, sampling is almost everywhere, previously max pooling, now strided convolution. Taking the VGG network as an example, it uses quite a bit of max pooling. The input side is on the left (the bottom has … Read more