Advanced Methods and Deep Learning in Computer Vision
暫譯: 計算機視覺中的進階方法與深度學習

Davies, E. R., Turk, Matthew

Advanced Methods and Deep Learning in Computer Vision
  • 出版商: Academic Press
  • 出版日期: 2021-11-12
  • 售價: $4,150
  • 貴賓價: 9.5 折 $3,943
  • 語言: 英文
  • 頁數: 582
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0128221097
  • ISBN-13: 9780128221099
  • 相關分類: DeepLearning、Computer Vision

    • 立即出貨 (庫存=1)

商品描述

Advanced Methods and Deep Learning in Computer Vision presents advanced computer vision methods, emphasizing machine and deep learning techniques that have emerged during the past 5-10 years. The book provides clear explanations of principles and algorithms supported with applications. Topics covered include machine learning, deep learning networks, generative adversarial networks, deep reinforcement learning, self-supervised learning, extraction of robust features, object detection, semantic segmentation, linguistic descriptions of images, visual search, visual tracking, 3D shape retrieval, image inpainting, novelty and anomaly detection.

This book provides easy learning for researchers and practitioners of advanced computer vision methods, but it is also suitable as a textbook for a second course on computer vision and deep learning for advanced undergraduates and graduate students.

商品描述(中文翻譯)

《計算機視覺中的進階方法與深度學習》介紹了進階的計算機視覺方法，強調在過去5到10年中出現的機器學習和深度學習技術。本書清楚地解釋了原則和算法，並提供了應用範例。涵蓋的主題包括機器學習、深度學習網絡、生成對抗網絡、深度強化學習、自我監督學習、穩健特徵提取、物體檢測、語義分割、圖像的語言描述、視覺搜索、視覺追蹤、3D形狀檢索、圖像修補、新穎性和異常檢測。

本書為研究人員和實踐者提供了簡單易學的進階計算機視覺方法，但也適合作為進階本科生和研究生的計算機視覺與深度學習第二門課程的教科書。

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