Guide to Medical Image Analysis: Methods and Algorithms (Advances in Computer Vision and Pattern Recognition)
暫譯: 醫學影像分析指南:方法與演算法(計算機視覺與模式識別進展)
Klaus D. Toennies
- 出版商: Springer
- 出版日期: 2018-07-19
- 售價: $2,560
- 貴賓價: 9.5 折 $2,432
- 語言: 英文
- 頁數: 589
- 裝訂: Paperback
- ISBN: 1447174038
- ISBN-13: 9781447174035
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相關分類:
Algorithms-data-structures、Computer Vision
海外代購書籍(需單獨結帳)
商品描述
This comprehensive guide provides a uniquely practical, application-focused introduction to medical image analysis. This fully updated new edition has been enhanced with material on the latest developments in the field, whilst retaining the original focus on segmentation, classification and registration. Topics and features: presents learning objectives, exercises and concluding remarks in each chapter; describes a range of common imaging techniques, reconstruction techniques and image artifacts, and discusses the archival and transfer of images; reviews an expanded selection of techniques for image enhancement, feature detection, feature generation, segmentation, registration, and validation; examines analysis methods in view of image-based guidance in the operating room (NEW); discusses the use of deep convolutional networks for segmentation and labeling tasks (NEW); includes appendices on Markov random field optimization, variational calculus and principal component analysis.
商品描述(中文翻譯)
這本綜合指南提供了一個獨特的實用、以應用為重點的醫學影像分析介紹。這個全新更新的版本增強了有關該領域最新發展的內容,同時保留了對分割、分類和配準的原始重點。主題和特點包括:在每一章中呈現學習目標、練習和結論;描述一系列常見的影像技術、重建技術和影像伪影,並討論影像的存檔和傳輸;回顧擴展的影像增強、特徵檢測、特徵生成、分割、配準和驗證技術;檢視基於影像的手術室引導分析方法(新內容);討論深度卷積網絡在分割和標記任務中的應用(新內容);包括有關馬可夫隨機場優化、變分微積分和主成分分析的附錄。