国产欧美精品一区二区,中文字幕专区在线亚洲,国产精品美女网站在线观看,艾秋果冻传媒2021精品,在线免费一区二区,久久久久久青草大香综合精品,日韩美aaa特级毛片,欧美成人精品午夜免费影视

基于Gabor濾波器和HOG特征的織物疵點(diǎn)檢測
DOI:
CSTR:
作者:
作者單位:

華中科技大學(xué),華中科技大學(xué),華中科技大學(xué),華中科技大學(xué)

作者簡(jiǎn)介:

通訊作者:

中圖分類(lèi)號:

基金項目:


Fabric defect detection based on Gabor filter and HOG feature
Author:
Affiliation:

Huazhong University of Science and Technology,Huazhong University of Science and Technology,Huazhong University of Science and Technology,Huazhong University of Science and Technology

Fund Project:

  • 摘要
  • |
  • 圖/表
  • |
  • 訪(fǎng)問(wèn)統計
  • |
  • 參考文獻
  • |
  • 相似文獻
  • |
  • 引證文獻
  • |
  • 資源附件
  • |
  • 文章評論
    摘要:

    針對織物疵點(diǎn)檢測問(wèn)題,提出了一種基于Gabor濾波器和方向梯度直方圖(HOG)特征的織物疵點(diǎn)檢測算法。首先使用3個(gè)尺度、4個(gè)方向的Gabor濾波器組對織物圖像進(jìn)行濾波,并做融合處理,增強織物圖像疵點(diǎn)區域和背景紋理之間的對比度;然后使用雙邊濾波減弱圖像背景紋理和噪聲的影響;最后將圖像劃分成均勻子塊,提取每個(gè)子圖像塊的HOG特征,利用圖像疵點(diǎn)區域和背景紋理的HOG特征差異進(jìn)行閾值分割實(shí)現織物疵點(diǎn)的檢測。實(shí)驗選取5種常見(jiàn)織物疵點(diǎn)進(jìn)行驗證,并與傳統的Gabor濾波算法進(jìn)行了實(shí)驗對比,結果表明該算法可以較好的抑制織物背景紋理的干擾,更加準確的檢測出織物疵點(diǎn)。

    Abstract:

    Aiming at the problem of detection of fabric defect, a fabric defect detection method based on Gabor filter and Histogram of Oriented Gradient(HOG) feature is presented. Firstly, a bank of Gabor filters with three scales and four directions are used to process the fabric image, through image fusion, the contrast between the defect zone and the background texture in the fabric image is enhanced; Then, the bilateral filter is used to weaken the influence of the background texture and noise of the fabric image; And Finally, the filtered image is divided into small image blocks with the same size, after extracting the HOG feature of each sub-image block, threshold segmentation is executed based on the difference of the HOG feature between defect area and background texture to realize the detection of fabric defect. Five normal fabric defects are tested, and a contrast experiment with the traditional Gabor algorithm is conducted. The experiment results show that the algorithm can better suppress the interference of the background texture and detect fabric defects more accurately.

    參考文獻
    相似文獻
    引證文獻
引用本文

湯曉慶,黃開(kāi)興,秦元慶,周純杰.基于Gabor濾波器和HOG特征的織物疵點(diǎn)檢測計算機測量與控制[J].,2018,26(9):39-42.

復制
分享
文章指標
  • 點(diǎn)擊次數:
  • 下載次數:
  • HTML閱讀次數:
  • 引用次數:
歷史
  • 收稿日期:2018-02-12
  • 最后修改日期:2018-03-26
  • 錄用日期:2018-03-26
  • 在線(xiàn)發(fā)布日期: 2018-09-14
  • 出版日期:
文章二維碼
溆浦县| 隆昌县| 永顺县| 余庆县| 蒲城县| 宜章县| 贺兰县| 南靖县| 共和县| 北辰区| 海丰县| 汨罗市| 客服| 庆安县| 保靖县| 沂源县| 台东县| 乐至县| 娄烦县| 塔城市| 临泉县| 无锡市| 沂源县| 绥江县| 顺平县| 寻乌县| 虹口区| 江阴市| 永和县| 电白县| 凤冈县| 奉化市| 崇仁县| 金乡县| 青神县| 临朐县| 酒泉市| 化州市| 大同市| 微山县| 疏勒县|