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Super-Resolução de imagem: Um guia completo: Super-resolução de imagem única e suas aplicações

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£59.00 £56.05 £57.23 £58.41 £59.59 £60.77 £61.95 09 July 2026 26 July 2026 12 August 2026 29 August 2026 16 September 2026

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Description

A super-resolução de imagem/vídeo é uma área de investigação muito importante nos últimos tempos. As suas aplicações incluem a HDTV, a codificação de imagens, o redimensionamento de imagens, a manipulação de imagens, a deteção remota, o reconhecimento facial, a astronomia e a vigilância. O objetivo é aumentar a resolução da imagem/vídeo através da sobreamostragem, da desfocagem, da redução de ruído, da aprendizagem profunda, etc. O desenvolvimento de várias teorias de super-resolução de imagem/vídeo foi estudado neste livro, centrando-se na super-resolução baseada em redes convolucionais profundas (DeepCNSR). Mais de 30 redes neurais convolucionais (CNN) de super-resolução de última geração em três conjuntos de dados clássicos e três conjuntos de dados desafiantes recentemente introduzidos para aferir a super-resolução de uma única imagem foram exaustivamente analisados com os seus méritos e deméritos. Foi introduzida uma taxonomia com nove categorias para as redes DeepCNSR, incluindo concepções lineares, residuais, multi-ramos, recursivas, progressivas, baseadas na atenção e adversárias. A complexidade da rede, a pegada de memória, a entrada e a saída do modelo, os detalhes de aprendizagem, o tipo de perdas da rede e as diferenças arquitectónicas importantes (por exemplo, profundidade, ligações de salto, filtros) de cada modelo foram estudados comparativamente.

Product Specifications

Format
paperback
Domain
Amazon UK
Release Date
23 June 2023
Listed Since
23 June 2023

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