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基于高光譜圖像光譜信息的牛肉大理石花紋分割
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國家自然科學(xué)基金資助項(xiàng)目(31071565);公益性行業(yè)(農(nóng)業(yè))科研專項(xiàng)經(jīng)費(fèi)資助項(xiàng)目(201303083);江蘇省高校優(yōu)勢學(xué)科建設(shè)工程項(xiàng)目


Beef Marbling Segmentation Based on Hyperspectral Imaging
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    摘要:

    利用高光譜成像系統(tǒng)采集牛肉眼肌橫截面400~1000nm波段的高光譜圖像,對牛肉圖像脂肪區(qū)域和肌肉區(qū)域光譜曲線進(jìn)行對比分析,發(fā)現(xiàn)在不同波段,,牛肉圖像脂肪區(qū)域與肌肉區(qū)域的反射強(qiáng)度有明顯不同,。由脂肪區(qū)域與肌肉區(qū)域反射強(qiáng)度的比值曲線發(fā)現(xiàn),,在534nm處牛肉圖像脂肪區(qū)域和肌肉區(qū)域光譜反射強(qiáng)度有最大差值,。采用中值濾波,、區(qū)域生長和自動取閾值等圖像處理方法,,分別對牛肉的彩色原始圖像和534nm波長圖像進(jìn)行大理石花紋分割,,結(jié)果顯示,,相較于原始彩色圖像,,基于534nm波長牛肉圖像分割出的大理石花紋,具有更高的分割精度,。

    Abstract:

    The cross section images of beef rib-eye in spectral region of 400~1000nm were collected by using a hyperspectral imaging system. With comparative analysis of the spectral curves of the fat regions and the muscle ones of beef rib-eye images, it was found that the reflection intensity of fat regions and muscles areas for beef rib eye images in different spectral bands were obviously different. Fitting the reflection intensity ratio of the fat regions and muscle regions with the wavelength, it could be concluded that, in the 534nm band, the difference between the reflection intensity of fat regions and the one of muscle regions was the maximum. The image processings such as median filtering, region growing and Otsu’s thresholding etc. were conducted on the original color beef rib-eye images and the 534nm band beef rib-eye images for the segmentation of the beef marbling, respectively. The result showed that the higher segmentation accuracy of beef marbling could be obtained by using the 534nm band beef rib-eye images compared with the original color beef rib-eye images.

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孫嘯,逄濱,劉德營,陳坤杰.基于高光譜圖像光譜信息的牛肉大理石花紋分割[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2013,44(Supp1):177-181. Sun Xiao, Pang Bin, Liu Deying, Chen Kunjie. Beef Marbling Segmentation Based on Hyperspectral Imaging[J]. Transactions of the Chinese Society for Agricultural Machinery,2013,44(Supp1):177-181.

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  • 在線發(fā)布日期: 2013-10-22
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