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rel=\"noopener\">#\u751f\u4fe1\u8bfb\u56fe<\/a><\/p>\n<\/div>\n<p style=\"margin-top: 8px;margin-bottom: 0px;\" data-mpa-powered-by=\"yiban.io\"><span style=\"font-size: 16px;\"><span style=\"text-indent: 0em;letter-spacing: 0.034em;line-height: 150%;font-family: \u5b8b\u4f53;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-imgfileid=\"100014534\" data-ratio=\"0.23333333333333334\" data-s=\"300,640\" src=\"http:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/1_rE2v0O5WiaUDJjgv5bxK2G1ePHyH2g-37.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAysHY49vPGCraibakiaNq6hQgn8C5MfvVLQGxlNZPEia2PajKAzrE2v0O5WiaUDJjgv5bxK2G1ePHyH2g\/640?wx_fmt=jpeg'\" data-type=\"jpeg\" data-w=\"1080\" style=\"font-size: 15px;text-wrap: wrap;letter-spacing: 0.578px;font-family: \u5b8b\u4f53;text-align: 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0.034em;line-height: 150%;font-family: Calibri;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;\">–<\/span><span style=\"text-indent: 0em;letter-spacing: 0.034em;line-height: 150%;font-family: \u5b8b\u4f53;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: windowtext;font-weight: bold;background: rgb(255, 255, 0);\">\u5f71\u50cf\u7ec4\u5b66<\/span><span style=\"text-indent: 0em;letter-spacing: 0.034em;line-height: 150%;font-family: \u5b8b\u4f53;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;\">\uff01<\/span><br \/><\/span><\/p>\n<p style=\"margin-left: 0pt;line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;line-height: 150%;font-family: 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style=\"margin-left: 0pt;line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;\"><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">\u542c\u5230\u8fd9\u91cc\uff0c\u5927\u5bb6\u662f\u4e0d\u662f\u6709\u4e9b\u719f\u6089\u5462\uff0c\u6ca1\u9519\uff0c\u5176\u5b9e\u4ece\u533b\u5b66\u5f71\u50cf\u4e2d\u63d0\u53d6\u51fa\u6765\u7684\u6570\u636e\u5f62\u5f0f\u548c\u6211\u4eec\u7684\u5355\u7ec6\u80de\u6570\u636e\u5341\u5206\u7684\u7c7b\u4f3c\uff0c\u4e00\u5f20\u5f71\u50cf\u53ef\u80fd\u5bf9\u5e94\u7740\u4e0a\u5343\u6761\u7279\u5f81\uff0c\u6240\u4ee5\u6240\u8c13\u201c\u7ec4\u5b66\u201d\uff0c\u771f\u7684\u540d\u526f\u5176\u5b9e\u3002\u4eca\u5929\u7ed9\u5927\u5bb6\u624b\u628a\u624b\u6559\u5b66\u5982\u4f55\u4ece\u533b\u5b66\u5f71\u50cf\u4e2d\u63d0\u53d6\u5f71\u50cf\u7279\u5f81\uff0c\u611f\u5174\u8da3\u7684\u5c0f\u4f19\u4f34\u5feb\u6765\u8ddf\u6211\u4e00\u8d77\u5b9e\u6218\u7ec3\u4e60\u5427\u3002<\/span><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);\">\u7279\u522b\u63d0\u793a\uff0c\u672c\u6b21\u64cd\u4f5c\u9700\u8981\u901a\u8fc7<\/span><span style=\"line-height: 150%;font-family: "Times New Roman Regular";font-variant: normal;text-transform: none;color: rgb(0, 176, 80);\">Python<\/span><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);\">\u8fdb\u884c\uff0c\u5e76\u4e14\u5bf9\u7535\u8111\u914d\u7f6e\u6709\u4e00\u5b9a\u9700\u6c42\uff0c\u5efa\u8bae\u5927\u5bb6\u4f7f\u7528\u670d\u52a1\u5668\u8fd0\u884c\uff0c\u5982\u679c\u6ca1\u6709\u81ea\u5df1\u7684\u670d\u52a1\u5668\u6b22\u8fce\u8054\u7cfb\u6211\u4eec\u6765\u79df\u8d41\u670d\u52a1\u5668\u54e6\uff5e<\/span>    <\/span><\/p>\n<section style=\"font-size: 16px;margin-top: 8px;margin-bottom: 0px;\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 100%;vertical-align: top;align-self: flex-start;flex: 0 0 auto;background-color: rgb(69, 107, 176);padding-right: 6px;padding-bottom: 6px;padding-left: 6px;\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;transform: translate3d(19px, 0px, 0px);\" powered-by=\"xiumi.us\">\n<section style=\"text-align: justify;color: rgb(255, 255, 255);\">\n<p style=\"text-wrap: wrap;\"><br \/><\/p>\n<\/section>\n<\/section>\n<section style=\"justify-content: flex-start;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 100%;vertical-align: top;align-self: flex-start;flex: 0 0 auto;background-color: rgb(255, 255, 255);padding: 23px;\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p style=\"margin-bottom: 0px;letter-spacing: 0.578px;text-wrap: wrap;font-size: 16px;background-color: rgb(255, 255, 255);\"><span style=\"font-size: 16px;\">\u516c\u4f17\u53f7\u540e\u53f0\u56de\u590d<span style=\"color: rgb(255, 41, 65);\">\u201c111\u201d<\/span>\u9886\u53d6\u672c\u7bc7\u4ee3\u7801\u3001\u57fa\u56e0\u96c6\u6216\u793a\u4f8b\u6570\u636e\u7b49\u6587\u4ef6\uff1b<\/span><\/p>\n<p style=\"margin-bottom: 0px;letter-spacing: 0.578px;text-wrap: wrap;font-size: 16px;background-color: rgb(255, 255, 255);\"><span style=\"text-decoration: underline;color: rgb(255, 41, 65);font-size: 16px;\"><em><strong>\u6587\u4ef6\u7f16\u53f7\uff1a231226<\/strong><\/em><\/span><\/p>\n<p style=\"margin-bottom: 0px;letter-spacing: 0.578px;text-wrap: wrap;font-size: 16px;background-color: rgb(255, 255, 255);\"><span style=\"font-size: 16px;\"><strong><span style=\"color: rgb(255, 41, 65);\">\u679c\u7c89\u798f\u5229<\/span><\/strong><span style=\"color: rgb(0, 128, 255);\"><strong>\uff1a\u751f\u4fe1\u4eba\u5fc5\u5907\u795e\u5668\u2014\u2014\u670d\u52a1\u5668<\/strong><\/span><br \/><\/span><\/p>\n<p style=\"margin-bottom: 0px;letter-spacing: 0.578px;text-wrap: wrap;font-size: 16px;background-color: rgb(255, 255, 255);\"><span style=\"font-size: 16px;\">\u5e73\u65f6\u751f\u4fe1\u5206\u6790\u5b66\u4e60\u4e2d\u6709\u8981\u7684\u5c0f\u4f19\u4f34\u53ef\u4ee5\u8054\u7cfb\u5c0f\u679c\u79df\u8d41\uff0c\u7c89\u4e1d\u798f\u5229\u90fd\u662f\u5e02\u573a\u8d85\u4f4e\u4ef7\u683c\uff0c\u8d76\u5feb\u627e\u5c0f\u679c\u9886\u53d6\u514d\u8d39\u7684\u8bd5\u7528\u8d26\u53f7\u5427\uff01<\/span><\/p>\n<p style=\"margin-bottom: 0px;letter-spacing: 0.578px;text-wrap: wrap;font-size: 16px;background-color: rgb(255, 255, 255);\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247495825&idx=2&sn=a22a72496a1c082ea5b827be94ce4d99&chksm=cf7f6054f808e94264e14bfed4359cab3fcaaca249952a9f761c37ece352dcd7108579788b89&scene=21#wechat_redirect\" textvalue=\"\u670d\u52a1\u5668\u4ef7\u683c\u914d\u7f6e\u8868\uff08\u70b9\u51fb\u94fe\u63a5\u67e5\u770b\uff09\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"font-size: 16px;\" rel=\"noopener\"><span style=\"font-size: 16px;\">\u670d\u52a1\u5668\u4ef7\u683c\u914d\u7f6e\u8868\uff08\u70b9\u51fb\u94fe\u63a5\u67e5\u770b\uff09<\/span><\/a><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-left: 0pt;text-indent: 0pt;line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: bold;\">1.\u73af\u5883\u914d\u7f6e<\/span><\/section>\n<section style=\"margin-left: 0pt;line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;\"><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: bold;\">\u9996\u5148\u9700\u8981\u5927\u5bb6\u914d\u7f6e\u597d<\/span><span style=\"line-height: 150%;font-family: "Times New Roman Regular";font-variant: normal;text-transform: none;font-weight: normal;\">Python<\/span><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: bold;\">\u7684\u57fa\u7840\u73af\u5883\u54e6\uff0c\u8fd9\u91cc\u5c0f\u679c\u7528\u7684\u662f<\/span><span style=\"line-height: 150%;font-family: "Times New Roman Regular";font-variant: normal;text-transform: none;font-weight: normal;\">Python 3.7.13\uff0c<\/span><\/span><\/section>\n<section style=\"line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-weight: normal;\">\u5982\u679c\u5927\u5bb6\u5bf9Python\u914d\u7f6e\u6709\u95ee\u9898\u7684\u8bdd\uff0c\u4e5f\u53ef\u4ee5\u8054\u7cfb\u5c0f\u679c\u54e6\uff0c\u5c0f\u679c\u4f1a\u8010\u5fc3\u7ed9\u5927\u5bb6\u89e3\u7b54\u7684\uff0c\u5982\u679c\u7528\u6211\u4eec\u7684\u670d\u52a1\u5668\u66f4\u662f\u4f1a\u4e8b\u534a\u529f\u500d\u7684\u54e6\uff5e<\/span><\/section>\n<section style=\"margin-left: 0pt;text-indent: 0pt;line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;\"><span style=\"line-height: 150%;font-family: "Times New Roman Regular";font-variant: normal;text-transform: none;font-weight: bold;\">2.<\/span><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: bold;\">\u9700\u8981\u7684Python\u8f6f\u4ef6\u5305<\/span><\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"sql\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5b89\u88c5\u8f6f\u4ef6\u5305\uff0c\u547d\u4ee4\u884c\u6a21\u5f0f\u4e0b\uff0c\u4efb\u610f\u4f4d\u7f6e\u8f93\u5165\uff1apip install SimpleITKpip install tqdmpip install pyradiomics#\u52a0\u8f7d\u8f6f\u4ef6\u5305import osimport SimpleITK as sitkfrom tqdm import tqdmfrom pandas.core.frame import DataFrameimport timeimport pandas as pdimport radiomicsfrom radiomics import featureextractor<\/span><\/span><\/code><\/pre>\n<\/section>\n<section style=\"line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;\"><span style=\"line-height: 150%;font-family: "Times New Roman Regular";font-variant: normal;text-transform: none;font-weight: bold;\">3.<\/span><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: bold;\">\u52a0\u8f7d\u6570\u636e\u5e76\u8f6c\u6362\u6570\u636e<\/span><\/span><\/section>\n<section style=\"margin-left: 0pt;line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;\"><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: normal;\">\u53ef\u4ee5\u662f\u76f4\u63a5\u4f7f\u7528\u7684\u6570\u636e\u662fnii<\/span><span style=\"line-height: 150%;font-family: "Times New Roman Regular";font-variant: normal;text-transform: none;font-weight: normal;\">.gz<\/span><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: normal;\">\u6216\u8005nii\u683c\u5f0f\u7684\u6570\u636e\uff0c\u5f88\u591a\u516c\u5f00\u6570\u636e\u5e93\u662f\u76f4\u63a5\u4ee5\u6b64\u683c\u5f0f\u4e3a\u51c6\u7684\uff0c\u4f46\u5982\u679c\u6211\u4eec\u62ff\u5230\u7684\u662f\u81ea\u5df1\u7684\u6570\u636e\uff0c\u5f80\u5f80\u662fDICOM\u683c\u5f0f\u7684\uff0c\u5982\u4e0b\u56fe\uff08\u4e0b\u56fe\u8be5\u8111\u90e8CT\u5e8f\u5217\u5171\u6709<\/span><span style=\"line-height: 150%;font-family: "Times New Roman Regular";font-variant: normal;text-transform: none;font-weight: normal;\">247<\/span><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: normal;\">\u5f20\u56fe\u50cf\uff09\uff0c\u4e00\u4e2a\u60a3\u8005\u53ef\u80fd\u5305\u542b\u4e00\u4e2a\u6216\u8005\u591a\u4e2a\u8fde\u7eed\u5e8f\u5217\u7684\u56fe\u50cf\uff0c\u56e0\u4e3a\u4e00\u6b21\u68c0\u67e5\u83b7\u5f97\u7684\u662f\u8be5\u5668\u5b98\u5168\u65b9\u4f4d\u7684\u65ad\u5c42\u56fe\u50cf\u3002<\/span>    <\/span><o:page><\/o:page><\/section>\n<section style=\"line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100014535\" data-ratio=\"0.6777777777777778\" src=\"http:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_PmCCoDp5jaQhHFlRC6V6ibyAFpz7OA.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAxpugqhxA5yZnLAcB3vh4l5nvHucSiaOyoFlhLr0upqyZ2ib5VPmCCoDp5jaQhHFlRC6V6ibyAFpz7OA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" height=\"358.6099853515625\" width=\"528.9400024414062\" \/><\/span><\/section>\n<section style=\"margin-left: 0pt;line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;\"><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: normal;\">\u6240\u4ee5\u6211\u4eec\u9700\u8981\u6574\u7406\u6210\u6211\u4eec\u53ef\u7528\u7684\u683c\u5f0f\uff0c\u8fd9\u91cc\u6211\u4eec\u5c31\u7528\u5230\u4e86simpleITK\u8fd9\u4e2a\u5e93\u6216\u8005\u53eb\u8f6f\u4ef6\u5305\uff0cSimpleITK\u53ef\u4ee5\u5f88\u4fbf\u6377\u7684\u8bfb\u53d6\u533b\u5b66\u56fe\u50cf\u7684\u683c\u5f0f\uff0c\u5982\u4e8c\u7ef4\u7684.dicom\u683c\u5f0f\u4ee5\u53ca\u4e09\u7ef4\u56fe\u50cf\u7684.nii\u683c\u5f0f\uff0c\u5e76\u5bf9\u56fe\u50cf\u4e2d\u7684\u8bf8\u5982\u4f53\u7d20\uff0c\u65b9\u5411\u7b49\u7b49\u57fa\u672c\u4fe1\u606f\u8fdb\u884c\u5904\u7406\u3002SimpleITK\u5305\u542b\u4e86R\u8bed\u8a00\uff0cJava\uff0cPython\u7b49\u7b49\u5e38\u89c1\u8bed\u8a00\u7684\u63a5\u53e3\uff0c\u672c\u6b21\u7ed9\u5927\u5bb6\u5e26\u6765\u7684\u662f\u5728Python\u4e2d\u7684\u5e94\u7528\u3002\u8fd9\u91cc\u4e5f\u7ed9\u5927\u5bb6\u653e\u4e0aSimpleITK\u7684\u5b98\u65b9\u6587\u6863\u94fe\u63a5\uff1ahttps:\/\/insightsoftwareconsortium.github.io\/SimpleITK-Notebooks\/\u3002<\/span><span style=\"letter-spacing: 0.034em;line-height: 150%;font-family: "Times New Roman Regular";font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;\"><o:p><\/o:p><\/span><\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"ini\"><section style=\"margin-top: 8px;margin-bottom: 0px;\"><code><span class=\"code-snippet_outer\"><span style=\"font-size: 16px;\">#\u904d\u5386\u5305\u542b\u60a3\u8005DICOM\u56fe\u50cf\u7684\u6587\u4ef6<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"font-size: 16px;\">path1 = os.listdir('pic\/')<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"font-size: 16px;\">#\u5229\u7528\u8bfb\u53d6\u5668\u5f97\u5230\u76ee\u5f55\u4e0b\u6240\u5305\u542b\u7684\u5e8f\u5217ID<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"font-size: 16px;\">reader = sitk.ImageSeriesReader() <\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"font-size: 16px;\">series_IDs = reader.GetGDCMSeriesIDs(dir_path)<\/span><\/span><\/code><\/section><\/pre>\n<\/section>\n<section style=\"margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: normal;\"># \u6839\u636e\u4e00\u4e2a\u5355\u5f20\u7684DICOM\u6587\u4ef6\uff0c\u8bfb\u53d6\u8fd9\u4e2aseries\u7684metedata,\u5373\u53ef\u4ee5\u83b7\u53d6\u8fd9\u4e2a\u5e8f\u5217\u7684\u63cf\u8ff0\u7b26\uff0c\u4e4b\u540e\u53ef\u5c06\u4e0d\u540c\u68c0\u67e5\u7c7b\u522b\u7684\u56fe\u50cf\u5e8f\u5217\u7ed9\u5206\u7c7b\u51fa\u6765\u3002<\/span><span style=\"font-size: 16px;\"> <\/span><\/section>\n<section style=\"margin-left: 0pt;text-indent: 24pt;line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;\"><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: normal;\">\u5f62\u6210nii<\/span><span style=\"line-height: 150%;font-family: "Times New Roman Regular";font-variant: normal;text-transform: none;font-weight: normal;\">.gz<\/span><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: normal;\">\u7684\u683c\u5f0f\uff0c\u5982\u4e0b\u56fe\uff1a<\/span><\/span><\/section>\n<section style=\"line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100014533\" data-ratio=\"0.2135523613963039\" src=\"http:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_gFj3BNYA3R8ZPp60W0JkHxpOcg0QfQ.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAxpugqhxA5yZnLAcB3vh4l5oq7SUfppzbLnjDiaHuxVWpWd7gFj3BNYA3R8ZPp60W0JkHxpOcg0QfQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"974\" height=\"104.0\" width=\"487.010009765625\" \/><\/span><\/section>\n<section style=\"margin-left: 0pt;line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: normal;\"><strong style=\"color: rgb(2, 30, 170);font-size: 15px;letter-spacing: 0.578px;text-wrap: wrap;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-imgfileid=\"100014536\" data-ratio=\"0.38981481481481484\" data-s=\"300,640\" src=\"http:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_IWicymEetCc6Enf2BkUE4Yz1Ya5e5w-1.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyuYsqlJnQUJvnS2iciaDibtfbdV0VmHlriaSjYwjFPLp1BLjokHIWicymEetCc6Enf2BkUE4Yz1Ya5e5w\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"letter-spacing: 0.578px;color: rgb(34, 34, 38);font-family: "Times New Roman";background-color: rgb(255, 255, 255);text-align: center;\" \/><\/strong>\u6b64\u5916\uff0c\u5927\u5bb6\u53ef\u80fd\u8fd8\u4f1a\u78b0\u5230\u5176\u4ed6\u683c\u5f0f\u7684\u533b\u5b66\u56fe\u50cf\uff0c\u5982nrrd\uff0c\u5927\u5bb6\u4e5f\u53ef\u4ee5\u7528\u6b64\u4ee3\u7801\u54e6simpleITK\u5bf9\u4e8e\u5e38\u89c1\u533b\u5b66\u56fe\u50cf\u7684\u5404\u79cd\u683c\u5f0f\u90fd\u53ef\u4ee5\u76f8\u4e92\u8f6c\u6362\u7684\u3002<\/span><\/section>\n<section style=\"margin-left: 0pt;line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;\"><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: normal;\">\u53ef\u80fd\u6709\u7684\u5c0f\u4f19\u4f34\u4f1a\u95ee\u4e86\uff0c\u8fd9\u79cd\u533b\u5b66\u56fe\u50cf\u7279\u522b\u662fnii\u8fd9\u79cd\u683c\u5f0f\u7684\u56fe\u50cf\uff0c\u600e\u4e48\u624d\u80fd\u6253\u5f00\u5462\uff0c\u80fd\u770b\u770b\u5230\u5e95\u662f\u4ec0\u4e48\u6837\u3002\u8fd9\u91cc\u7ed9\u5927\u5bb6\u63a8\u8350\u4e00\u4e2a\u8f6f\u4ef6\uff1a<\/span><span style=\"line-height: 150%;font-family: "Times New Roman Regular";font-variant: normal;text-transform: none;font-weight: normal;\">ITK-SNAP<\/span><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: normal;\">\uff08http:\/\/www.itksnap.org\/pmwiki\/pmwiki.php\uff09<\/span><\/span><\/section>\n<section style=\"margin-left: 0pt;text-indent: 21pt;line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100014537\" data-ratio=\"0.37089201877934275\" src=\"http:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_ibjk1JFONV24dfob6c565c9uukgcQQ.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAxpugqhxA5yZnLAcB3vh4l51N1vdq9eibZw58YapiaPL2M8ViaGibjk1JFONV24dfob6c565c9uukgcQQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"852\" height=\"158.0\" width=\"426.010009765625\" \/><\/span><\/section>\n<section style=\"margin-left: 0pt;line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: normal;\">ITK-SNAP\u662f\u4e00\u6b3e\u514d\u8d39\u5f00\u6e90\u7684\u533b\u5b66\u56fe\u50cf\u53ef\u89c6\u5316\u548c\u5206\u6790\u8f6f\u4ef6\u3002\u5b83\u5141\u8bb8\u7528\u6237\u52a0\u8f7d\u548c\u64cd\u4f5c\u5404\u79cd\u533b\u5b66\u56fe\u50cf\u6570\u636e\uff0c\u5305\u62ecMRI\u3001CT\u548cPET\u626b\u63cf\uff0c\u5e76\u6267\u884c\u5206\u5272\u3001\u914d\u51c6\u548c\u6807\u8bb0\u7b49\u4efb\u52a1\u3002\u6b64\u5916\uff0c\u5176\u5177\u6709\u7528\u6237\u53cb\u597d\u7684\u754c\u9762\uff0c\u652f\u6301\u5404\u79cd\u6587\u4ef6\u683c\u5f0f\u3002\u4e0b\u56fe\u662f\u5176\u754c\u9762\u793a\u610f\u56fe\uff1a<\/span><span style=\"font-size: 16px;\">   <\/span><o:page><\/o:page><\/section>\n<section style=\"text-align: left;break-after: auto;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100014539\" data-ratio=\"0.8508771929824561\" src=\"http:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_lWynvZn4lsdYQZ7qXQK78wsqJ8Cquw.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAxpugqhxA5yZnLAcB3vh4l52Qq6KsU4r2ic2CTPWzja6TqJiblWynvZn4lsdYQZ7qXQK78wsqJ8Cquw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"912\" height=\"456.27001953125\" width=\"536.2100219726562\" \/><\/span><\/section>\n<section style=\"margin-left: 0pt;line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;\"><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: normal;\">\u56e0\u4e3a\u5f71\u50cf\u7ec4\u5b66\u5f80\u5f80\u6d89\u53ca\u5230\u533b\u5b66\u56fe\u50cf\u611f\u5174\u8da3\u533a\u57df\uff08<\/span><span style=\"line-height: 150%;font-family: "Times New Roman Regular";font-variant: normal;text-transform: none;font-weight: normal;\">ROI<\/span><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-weight: normal;\">\uff09\u7684\u52fe\u753b\uff0c\u800cITK-SNAP\u662f\u975e\u5e38\u5e38\u7528\u7684\u4e00\u6b3e\u8f6f\u4ef6\uff0c\u7b80\u5355\u6613\u4e0a\u624b\uff0c\u662f\u5341\u5206\u91cd\u8981\u7684\u5de5\u5177\u3002<\/span><span style=\"line-height: 150%;font-family: "Times New Roman Regular";font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-weight: normal;\">p.s\uff0c\u5982\u679c\u5927\u5bb6\u5bf9\u8fd9\u6b3e\u8f6f\u4ef6\u611f\u5174\u8da3\u7684\u8bdd\uff0c\u6211\u4eec\u4e5f\u4f1a\u4e13\u95e8\u51fa\u4e00\u671f\u6559\u7a0b\u54e6<\/span><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-weight: normal;\">\uff5e<\/span><\/span><span style=\"font-family: "Times New Roman Regular";font-size: 16px;letter-spacing: 0.034em;\">  <\/span><span style=\"font-family: "Times New Roman Regular";font-size: 16px;letter-spacing: 0.034em;\"> <\/span><span style=\"font-family: "Times New Roman Regular";font-size: 16px;letter-spacing: 0.034em;\">      <\/span><o:p style=\"font-family: "Times New Roman Regular";font-size: 16px;letter-spacing: 0.034em;\"> <\/o:p><\/section>\n<section style=\"line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;margin-top: 8px;margin-bottom: 0px;\"><strong><span style=\"line-height: 150%;font-family: "Times New Roman Regular";font-variant: normal;text-transform: none;font-weight: bold;font-size: 16px;color: rgb(2, 30, 170);\">4.\u7279\u5f81\u63d0\u53d6\u5e76\u4fdd\u5b58\u4e3a\u53ef\u8bfb\u5f62\u5f0f<\/span><\/strong><span style=\"font-size: 16px;line-height: 150%;font-family: "Times New Roman Regular";font-variant: normal;text-transform: none;font-weight: bold;\"><\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"makefile\"><section style=\"margin-top: 8px;margin-bottom: 0px;\"><code><span class=\"code-snippet_outer\"><span style=\"font-size: 16px;\">#\u52a0\u8f7dpyradiomics\u5e93<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"font-size: 16px;\">from radiomics import featureextractor<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"font-size: 16px;\">#\u8bbe\u7f6e\u63d0\u53d6\u5668<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"font-size: 16px;\">extractor = featureextractor.RadiomicsFeatureExtractor(para)<\/span><\/span><\/code><\/section><\/pre>\n<\/section>\n<section style=\"line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100014538\" data-ratio=\"0.12129629629629629\" src=\"http:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_icop5uGVXa9m18kZIuk2WZpQe1dexA.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAxpugqhxA5yZnLAcB3vh4l5wGKoxPI4C39EE8iaVtk5T1Ov8vicop5uGVXa9m18kZIuk2WZpQe1dexA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" height=\"67.07000732421875\" width=\"553.4099731445312\" \/><\/span><\/section>\n<section style=\"margin-left: 0pt;line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;\"><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">\u5927\u5bb6\u6700\u7ec8\u83b7\u5f97\u7279\u5f81\u88ab\u4fdd\u5b58\u4e3axlsx\u7684\u683c\u5f0f\uff0c\u53ef\u4ee5\u76f4\u63a5\u7528Excel\u6253\u5f00\u67e5\u770b\uff0c\u53ef\u4ee5\u53d1\u73b0\u4e24\u4e2a\u5e8f\u5217\u7684\u56fe\u50cf\u6700\u7ec8\u83b7\u5f97\u4e86\u4e0a\u4e07\u6761\u7684\u7279\u5f81\uff0c\u5176\u4e2d\u5927\u5bb6\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u524d\u51e0\u5217\u662f\u5173\u4e8e\u56fe\u50cf\u7684\u7248\u672c\u548c\u50cf\u7d20\u5750\u6807\u7b49\u6211\u4eec\u4e0d\u9700\u8981\u7684\u4fe1\u606f\uff0c\u540e\u9762\u6570\u503c\u578b\u7684\u6570\u636e\u624d\u662f\u6211\u4eec\u9700\u8981\u7684\u7279\u5f81\uff0c\u5e76\u4e14\u6bcf\u4e00\u4e2a\u7279\u5f81\u90fd\u6709\u5bf9\u5e94\u7684\u63cf\u8ff0\uff0c\u5982\u6b64\u591a\u7684\u7279\u5f81\uff0c\u73b0\u5728\u5927\u5bb6\u5e94\u8be5\u77e5\u9053\u4e3a\u4ec0\u4e48\u4f1a\u88ab\u79f0\u4e3a\u201c\u5f71\u50cf\u7ec4\u5b66\u201d\u4e86\u5427\u3002<\/span>    <\/span><o:page><\/o:page><\/section>\n<section style=\"margin-left: 0pt;line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">\u5c0f\u679c\u62ff\u4e00\u4e2a\u60a3\u8005\u7684\u793a\u4f8b\u6570\u636e\uff0c\u7ed9\u5927\u5bb6\u624b\u628a\u624b\u5b8c\u6574\u6f14\u793a\u4e86\u5982\u4f55\u63d0\u53d6\u5f71\u50cf\u7ec4\u5b66\u7279\u5f81\uff0c\u5927\u5bb6\u5b66\u4f1a\u4e86\u4e4b\u540e\uff0c\u53ef\u4ee5\u5728\u516c\u5f00\u6570\u636e\u5e93\u6216\u8005\u624b\u5934\u91cc\u5b8c\u6574\u7684\u6570\u636e\u8fdb\u884c\u5c1d\u8bd5\u54e6\uff0c\u63d0\u53d6\u51fa\u6765\u7684\u8fd9\u4e9b\u7279\u5f81\u5927\u5bb6\u5c31\u53ef\u4ee5\u6839\u636e\u5e38\u89c4\u7684\u6b65\u9aa4\uff0c\u8fdb\u884c\u7279\u5f81\u7b5b\u9009\uff0c\u6784\u5efa\u6a21\u578b\uff0c\u751a\u81f3\u53ef\u4ee5\u5c1d\u8bd5\u548c\u5176\u4ed6\u7ec4\u5b66\u6570\u636e\u8054\u5408\u5efa\u6a21\uff0c\u8bf4\u4e0d\u5b9a\u6709\u610f\u5916\u60ca\u559c\u54e6\uff01<\/span><\/section>\n<section style=\"margin-left: 0pt;line-height: 150%;break-before: auto;break-after: auto;word-break: normal;direction: ltr;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;\"><span style=\"font-size: 16px;line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-weight: normal;\">\u5982\u679c\u9700\u8981\u5b8c\u6574\u7684\u4ee3\u7801\u53ef\u4ee5\u70b9\u51fb\u4ed8\u8d39\u83b7\u53d6\u54e6\uff01\u4eca\u5929\u5c0f\u679c\u7684\u5206\u4eab\u5c31\u5230\u8fd9\u91cc\uff0c\u5982\u679c\u5c0f\u4f19\u4f34\u6709\u5176\u4ed6\u6570\u636e\u7684\u5206\u6790\u9700\u6c42\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u672c\u516c\u53f8\u65b0\u5f00\u53d1\u7684\u751f\u4fe1\u5206\u6790\u5c0f\u5de5\u5177\u4e91\u54c1\u53f0\uff0c\u91cc\u9762\u6709\u6210\u719f\u7684\u4ee3\u7801\uff0c\u53ea\u8981\u8f93\u5165\u5408\u9002\u7684\u6570\u636e\u5c31\u53ef\u4ee5\u76f4\u63a5\u51fa\u60f3\u8981\u7684\u56fe\u5462\uff0c\u94fe\u63a5\uff1a<\/span><span style=\"font-family: "Times New Roman Regular";font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-weight: normal;text-decoration: none;font-size: 16px;\">http:\/\/www.biocloudservice.com\/home.html<\/span><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;\">\n<section>\n<section powered-by=\"xiumi.us\">\n<section>\n<section powered-by=\"xiumi.us\">\n<section>\n<section powered-by=\"xiumi.us\">\n<section>\n<section>\n<section style=\"margin-top: 8px;margin-bottom: 0px;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-imgfileid=\"100014540\" data-ratio=\"0.5555555555555556\" data-s=\"300,640\" src=\"http:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/8_VmRkv7tSNKliafDnsuFR7BoeDgBrww-1.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAxPqeNQsFjm2HibIuSld9Nh9GicQSWhJwHjia5tEevQvDIebLErVmRkv7tSNKliafDnsuFR7BoeDgBrww\/640?wx_fmt=jpeg&from=appmsg'\" data-type=\"jpeg\" data-w=\"900\" style=\"font-size: var(--articleFontsize);letter-spacing: 0.034em;\" \/><br 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