Computational Photography: Methods and Applications (Hardcover)
暫譯: 計算攝影:方法與應用(精裝版)
Rastislav Lukac
- 出版商: CRC
- 出版日期: 2010-10-21
- 售價: $4,725
- 貴賓價: 9.5 折 $4,489
- 語言: 英文
- 頁數: 564
- 裝訂: Hardcover
- ISBN: 1439817499
- ISBN-13: 9781439817490
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相關分類:
設計攝影 Photograph
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商品描述
Computational photography refers broadly to imaging techniques that enhance or extend the capabilities of digital photography. This new and rapidly developing research field has evolved from computer vision, image processing, computer graphics and applied optics—and numerous commercial products capitalizing on its principles have already appeared in diverse market applications, due to the gradual migration of computational algorithms from computers to imaging devices and software.
Computational Photography: Methods and Applications provides a strong, fundamental understanding of theory and methods, and a foundation upon which to build solutions for many of today's most interesting and challenging computational imaging problems. Elucidating cutting-edge advances and applications in digital imaging, camera image processing, and computational photography, with a focus on related research challenges, this book:
- Describes single capture image fusion technology for consumer digital cameras
- Discusses the steps in a camera image processing pipeline, such as visual data compression, color correction and enhancement, denoising, demosaicking, super-resolution reconstruction, deblurring, and high dynamic range imaging
- Covers shadow detection for surveillance applications, camera-driven document rectification, bilateral filtering and its applications, and painterly rendering of digital images
- Presents machine-learning methods for automatic image colorization and digital face beautification
- Explores light field acquisition and processing, space-time light field rendering, and dynamic view synthesis with an array of cameras
Because of the urgent challenges associated with emerging digital camera applications, image processing methods for computational photography are of paramount importance to research and development in the imaging community. Presenting the work of leading experts, and edited by a renowned authority in digital color imaging and camera image processing, this book considers the rapid developments in this area and addresses very particular research and application problems. It is ideal as a stand-alone professional reference for design and implementation of digital image and video processing tasks, and it can also be used to support graduate courses in computer vision, digital imaging, visual data processing, and computer graphics, among others.
商品描述(中文翻譯)
計算攝影(Computational photography)廣義上指的是增強或擴展數位攝影能力的成像技術。這個新興且快速發展的研究領域源自於計算機視覺、影像處理、計算機圖形學和應用光學,隨著計算演算法逐漸從計算機遷移到成像設備和軟體,許多商業產品已經在各種市場應用中出現,利用其原則。
《計算攝影:方法與應用》(Computational Photography: Methods and Applications)提供了對理論和方法的深入理解,並為解決當今許多有趣且具挑戰性的計算成像問題奠定了基礎。本書闡明了數位成像、相機影像處理和計算攝影的前沿進展和應用,並專注於相關的研究挑戰,內容包括:
- 描述消費型數位相機的單次捕捉影像融合技術
- 討論相機影像處理管道中的步驟,例如視覺數據壓縮、顏色校正與增強、去噪、去馬賽克、高解析度重建、去模糊和高動態範圍成像
- 涵蓋監控應用中的陰影檢測、相機驅動的文件矯正、雙邊濾波及其應用,以及數位影像的畫家風格渲染
- 提出自動影像上色和數位人臉美化的機器學習方法
- 探索光場獲取與處理、時空光場渲染,以及使用多台相機的動態視圖合成
由於新興數位相機應用所帶來的緊迫挑戰,計算攝影的影像處理方法對於成像社群的研究與發展至關重要。本書展示了領先專家的研究成果,並由數位色彩成像和相機影像處理領域的知名權威編輯,考慮到該領域的快速發展,並針對特定的研究和應用問題進行探討。它是數位影像和視頻處理任務設計與實施的理想獨立專業參考資料,也可用於支持計算機視覺、數位成像、視覺數據處理和計算機圖形學等研究生課程。