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Building an automatic identification model using a small dataset presents a crucial challenge in obtaining a strong generalization of the model. This study aimed to explore the performance of hyperspectral imaging and transfer learning techniques in the automatic identification of normal and ischemic necrotic sites in small intestinal tissue. Hyperspectral data of small intestinal tissues were collected from eight white rabbit samples. The transfer component analysis (TCA) method was performed to transfer learning on hyperspectral data between different samples and the variability of data distribution between samples was reduced. The results showed that the TCA transfer learning method improved the accuracy of the classification model with less training data. This study provided a reliable method for single\u2010sample modelling to detect necrotic sites in small intestinal tissue <jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/jbio202300315-gra-0001.png\" xlink:title=\"image\"\/>.<\/jats:p>","DOI":"10.1002\/jbio.202300315","type":"journal-article","created":{"date-parts":[[2023,11,29]],"date-time":"2023-11-29T11:58:57Z","timestamp":1701259137000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Automatic detection of ischemic necrotic sites in small intestinal tissue using hyperspectral imaging and transfer learning"],"prefix":"10.1002","volume":"17","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8711-6764","authenticated-orcid":false,"given":"Lechao","family":"Zhang","sequence":"first","affiliation":[{"name":"College of Optoelectronic Engineering Changchun University of Science and Technology  Changchun China"},{"name":"Zhongshan Research Institute, Changchun University of Science and Technology  Zhongshan China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jianxia","family":"Xue","sequence":"additional","affiliation":[{"name":"College of Electrical and Electronic Engineering Wenzhou University  Wenzhou China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yi","family":"Xie","sequence":"additional","affiliation":[{"name":"College of Optoelectronic Engineering Changchun University of Science and Technology  Changchun China"},{"name":"Zhongshan Research Institute, Changchun University of Science and Technology  Zhongshan China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9632-8665","authenticated-orcid":false,"given":"Danfei","family":"Huang","sequence":"additional","affiliation":[{"name":"College of Optoelectronic Engineering Changchun University of Science and Technology  Changchun China"},{"name":"Zhongshan Research Institute, Changchun University of Science and Technology  Zhongshan China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhonghao","family":"Xie","sequence":"additional","affiliation":[{"name":"College of Electrical and Electronic Engineering Wenzhou University  Wenzhou China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Libin","family":"Zhu","sequence":"additional","affiliation":[{"name":"Pediatric General Surgery The Second Hospital of Wenzhou Medical University  Wenzhou China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaoqing","family":"Chen","sequence":"additional","affiliation":[{"name":"Pediatric General Surgery The Second Hospital of Wenzhou Medical University  Wenzhou China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guihua","family":"Cui","sequence":"additional","affiliation":[{"name":"College of Electrical and Electronic Engineering Wenzhou University  Wenzhou China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shujat","family":"Ali","sequence":"additional","affiliation":[{"name":"College of Electrical and Electronic Engineering Wenzhou University  Wenzhou China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guangzao","family":"Huang","sequence":"additional","affiliation":[{"name":"College of Electrical and Electronic Engineering Wenzhou University  Wenzhou China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaojing","family":"Chen","sequence":"additional","affiliation":[{"name":"College of Electrical and Electronic Engineering Wenzhou University  Wenzhou China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2023,12,9]]},"reference":[{"key":"e_1_2_9_2_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11894-017-0566-9"},{"key":"e_1_2_9_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2010.2049110"},{"key":"e_1_2_9_4_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11604-022-01367-x"},{"key":"e_1_2_9_5_1","doi-asserted-by":"publisher","DOI":"10.1177\/08465371221094280"},{"key":"e_1_2_9_6_1","first-page":"604","volume":"18","author":"Zhang X.\u2010K.","year":"2015","journal-title":"Iran. 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