Image Statistics in Visual Computing (Hardcover)
暫譯: 視覺計算中的影像統計學 (精裝版)
Tania Pouli, Erik Reinhard, Douglas W. Cunningham
- 出版商: A K Peters
- 出版日期: 2013-12-13
- 售價: $3,600
- 貴賓價: 9.5 折 $3,420
- 語言: 英文
- 頁數: 372
- 裝訂: Hardcover
- ISBN: 1568817258
- ISBN-13: 9781568817255
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相關分類:
機率統計學 Probability-and-statistics
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相關主題
商品描述
To achieve the complex task of interpreting what we see, our brains rely on statistical regularities and patterns in visual data. Knowledge of these regularities can also be considerably useful in visual computing disciplines, such as computer vision, computer graphics, and image processing. The field of natural image statistics studies the regularities to exploit their potential and better understand human vision. With numerous color figures throughout, Image Statistics in Visual Computing covers all aspects of natural image statistics, from data collection to analysis to applications in computer graphics, computational photography, image processing, and art.
The authors keep the material accessible, providing mathematical definitions where appropriate to help readers understand the transforms that highlight statistical regularities present in images. The book also describes patterns that arise once the images are transformed and gives examples of applications that have successfully used statistical regularities. Numerous references enable readers to easily look up more information about a specific concept or application. A supporting website also offers additional information, including descriptions of various image databases suitable for statistics.
Collecting state-of-the-art, interdisciplinary knowledge in one source, this book explores the relation of natural image statistics to human vision and shows how natural image statistics can be applied to visual computing. It encourages readers in both academic and industrial settings to develop novel insights and applications in all disciplines that relate to visual computing.
商品描述(中文翻譯)
為了實現解釋我們所見的複雜任務,我們的大腦依賴於視覺數據中的統計規律和模式。了解這些規律在視覺計算領域(如計算機視覺、計算機圖形學和圖像處理)中也非常有用。自然圖像統計學的領域研究這些規律,以利用其潛力並更好地理解人類視覺。這本書《視覺計算中的圖像統計》涵蓋了自然圖像統計的各個方面,從數據收集到分析,再到在計算機圖形學、計算攝影、圖像處理和藝術中的應用,書中包含了大量的彩色圖形。
作者保持材料的可讀性,適當地提供數學定義,以幫助讀者理解突顯圖像中存在的統計規律的變換。書中還描述了圖像變換後出現的模式,並舉例說明成功利用統計規律的應用。大量的參考文獻使讀者能夠輕鬆查找有關特定概念或應用的更多信息。支持網站還提供了額外的信息,包括適合統計的各種圖像數據庫的描述。
這本書將最先進的跨學科知識集中於一個來源,探討自然圖像統計與人類視覺之間的關係,並展示自然圖像統計如何應用於視覺計算。它鼓勵學術界和工業界的讀者在所有與視覺計算相關的學科中發展新穎的見解和應用。