Automatic Inspection System for Egg Packs using Image Processing Techniques

碩士 === 中原大學 === 通訊工程碩士學位學程 === 103 === During the automatic packing of eggs, quality of eggs may vary during the conveying processes, resulting in good or crack eggs. In this study, a vision-based system for the automatic inspection of egg packs using image processing techniques is presented. Th...

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Main Authors: Gwo-En Hwang, 黃國恩
Other Authors: Yuan-Hsiang Chang
Format: Others
Language:zh-TW
Published: 2015
Online Access:http://ndltd.ncl.edu.tw/handle/51478688172842783299
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spelling ndltd-TW-103CYCU56500192016-08-19T04:10:33Z http://ndltd.ncl.edu.tw/handle/51478688172842783299 Automatic Inspection System for Egg Packs using Image Processing Techniques 應用影像處理技術之自動化雞蛋包裝檢測系統 Gwo-En Hwang 黃國恩 碩士 中原大學 通訊工程碩士學位學程 103 During the automatic packing of eggs, quality of eggs may vary during the conveying processes, resulting in good or crack eggs. In this study, a vision-based system for the automatic inspection of egg packs using image processing techniques is presented. The objective is to automatically classify if an egg in a pack is good or crack. The method includes: egg region localization, egg region correction, egg region segmentation, and egg quality classification. A set of images containing six-egg packs was formed for the performance evaluation. The preliminary results showed that our system could achieve a reasonable classification rate of 86% for good eggs and 100% for crack eggs, respectively. In conclusion, although this study is still preliminary, our system has the potentials to be incorporated in an egg packing conveyor to ease the labor-intensive and time-consuming tasks for quality controls. Yuan-Hsiang Chang 張元翔 2015 學位論文 ; thesis 51 zh-TW
collection NDLTD
language zh-TW
format Others
sources NDLTD
description 碩士 === 中原大學 === 通訊工程碩士學位學程 === 103 === During the automatic packing of eggs, quality of eggs may vary during the conveying processes, resulting in good or crack eggs. In this study, a vision-based system for the automatic inspection of egg packs using image processing techniques is presented. The objective is to automatically classify if an egg in a pack is good or crack. The method includes: egg region localization, egg region correction, egg region segmentation, and egg quality classification. A set of images containing six-egg packs was formed for the performance evaluation. The preliminary results showed that our system could achieve a reasonable classification rate of 86% for good eggs and 100% for crack eggs, respectively. In conclusion, although this study is still preliminary, our system has the potentials to be incorporated in an egg packing conveyor to ease the labor-intensive and time-consuming tasks for quality controls.
author2 Yuan-Hsiang Chang
author_facet Yuan-Hsiang Chang
Gwo-En Hwang
黃國恩
author Gwo-En Hwang
黃國恩
spellingShingle Gwo-En Hwang
黃國恩
Automatic Inspection System for Egg Packs using Image Processing Techniques
author_sort Gwo-En Hwang
title Automatic Inspection System for Egg Packs using Image Processing Techniques
title_short Automatic Inspection System for Egg Packs using Image Processing Techniques
title_full Automatic Inspection System for Egg Packs using Image Processing Techniques
title_fullStr Automatic Inspection System for Egg Packs using Image Processing Techniques
title_full_unstemmed Automatic Inspection System for Egg Packs using Image Processing Techniques
title_sort automatic inspection system for egg packs using image processing techniques
publishDate 2015
url http://ndltd.ncl.edu.tw/handle/51478688172842783299
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