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Acknowledgment to the Reviewers of Architecture in 2022
High-quality academic publishing is built on rigorous peer review [...]
Architecture Editorial Office
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A Style-Based Generator Architecture for Generative Adversarial Networks [PDF]
We propose an alternative generator architecture for generative adversarial networks, borrowing from style transfer literature. The new architecture leads to an automatically learned, unsupervised separation of high-level attributes (e.g., pose and ...
Tero Karras, S. Laine, Timo Aila
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UNet++: A Nested U-Net Architecture for Medical Image Segmentation [PDF]
In this paper, we present UNet++, a new, more powerful architecture for medical image segmentation. Our architecture is essentially a deeply-supervised encoder-decoder network where the encoder and decoder sub-networks are connected through a series of ...
Zongwei Zhou+3 more
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SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation [PDF]
We present a novel and practical deep fully convolutional neural network architecture for semantic pixel-wise segmentation termed SegNet. This core trainable segmentation engine consists of an encoder network, a corresponding decoder network followed by ...
Vijay Badrinarayanan+2 more
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Rethinking the Inception Architecture for Computer Vision [PDF]
Convolutional networks are at the core of most state of-the-art computer vision solutions for a wide variety of tasks. Since 2014 very deep convolutional networks started to become mainstream, yielding substantial gains in various benchmarks.
Christian Szegedy+4 more
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MnasNet: Platform-Aware Neural Architecture Search for Mobile [PDF]
Designing convolutional neural networks (CNN) for mobile devices is challenging because mobile models need to be small and fast, yet still accurate. Although significant efforts have been dedicated to design and improve mobile CNNs on all dimensions, it ...
Mingxing Tan+4 more
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Regularized Evolution for Image Classifier Architecture Search [PDF]
The effort devoted to hand-crafting neural network image classifiers has motivated the use of architecture search to discover them automatically. Although evolutionary algorithms have been repeatedly applied to neural network topologies, the image ...
Esteban Real+3 more
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Res2Net: A New Multi-Scale Backbone Architecture [PDF]
Representing features at multiple scales is of great importance for numerous vision tasks. Recent advances in backbone convolutional neural networks (CNNs) continually demonstrate stronger multi-scale representation ability, leading to consistent ...
Shanghua Gao+5 more
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Body As Architecture: Designing the Stout Body in the Age of Standardization
This article explores the curious intersections of stoutwear design, Gestalt Psychology, and architectural discourse in early twentieth-century American fashion media.
Lauren Downing Peters
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Drawing texture with the toy piano
This paper discusses the influence of hand drawing techniques in my work for toy piano. It is known that composers often respond expressively to ideas and draw compositional strategies from other domains of life, for example, the mathematical proportions
Diana Blom
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