Machine Vision Inspection Systems, Machine Learning-Based Approaches
暫譯: 機器視覺檢測系統:基於機器學習的方法
Malarvel, Muthukumaran, Nayak, Soumya Ranjan, Pattnaik, Prasant Kumar
- 出版商: Wiley
- 出版日期: 2021-02-24
- 售價: $7,830
- 貴賓價: 9.5 折 $7,439
- 語言: 英文
- 頁數: 352
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1119786096
- ISBN-13: 9781119786092
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相關分類:
Machine Learning
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商品描述
Machine Vision Inspection Systems (MVIS) is a multidisciplinary research field that emphasizes image processing, machine vision and, pattern recognition for industrial applications. Inspection techniques are generally used in destructive and non-destructive evaluation industry. Now a day's the current research on machine inspection gained more popularity among various researchers, because the manual assessment of the inspection may fail and turn into false assessment due to a large number of examining while inspection process.
This volume 2 covers machine learning-based approaches in MVIS applications and it can be employed to a wide diversity of problems particularly in Non-Destructive testing (NDT), presence/absence detection, defect/fault detection (weld, textile, tiles, wood, etc., ), automated vision test & measurement, pattern matching, optical character recognition & verification (OCR/OCV), natural language processing, medical diagnosis, etc. This edited book is designed to address various aspects of recent methodologies, concepts, and research plan out to the readers for giving more depth insights for perusing research on machine vision using machine learning-based approaches.
商品描述(中文翻譯)
機器視覺檢測系統(MVIS)是一個多學科的研究領域,強調影像處理、機器視覺和模式識別在工業應用中的重要性。檢測技術通常用於破壞性和非破壞性評估行業。如今,機器檢測的當前研究在各種研究者中獲得了更多的關注,因為手動評估檢測可能會失敗,並因檢測過程中大量檢查而導致錯誤評估。
本卷第二部分涵蓋基於機器學習的MVIS應用方法,並可應用於各種問題,特別是在非破壞性測試(NDT)、存在/缺失檢測、缺陷/故障檢測(焊接、紡織、瓷磚、木材等)、自動化視覺測試與測量、模式匹配、光學字符識別與驗證(OCR/OCV)、自然語言處理、醫療診斷等。本編輯書籍旨在向讀者介紹近期方法論、概念和研究計劃的各個方面,以提供更深入的見解,促進基於機器學習的方法在機器視覺研究中的應用。