{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,25]],"date-time":"2025-03-25T14:49:46Z","timestamp":1742914186860,"version":"3.40.3"},"publisher-location":"Singapore","reference-count":19,"publisher":"Springer Nature Singapore","isbn-type":[{"type":"print","value":"9789819751273"},{"type":"electronic","value":"9789819751280"}],"license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024]]},"DOI":"10.1007\/978-981-97-5128-0_31","type":"book-chapter","created":{"date-parts":[[2024,7,11]],"date-time":"2024-07-11T23:02:31Z","timestamp":1720738951000},"page":"383-394","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Enhancing Privacy and\u00a0Preserving Accuracy in\u00a0Medical Image Classification with\u00a0Limited Labeled Samples"],"prefix":"10.1007","author":[{"given":"Chaokun","family":"Yan","sequence":"first","affiliation":[]},{"given":"Menghan","family":"Yin","sequence":"additional","affiliation":[]},{"given":"Wenjuan","family":"Liang","sequence":"additional","affiliation":[]},{"given":"Haicao","family":"Yan","sequence":"additional","affiliation":[]},{"given":"Huimin","family":"Luo","sequence":"additional","affiliation":[]},{"given":"Junwei","family":"Luo","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,7,12]]},"reference":[{"key":"31_CR1","doi-asserted-by":"crossref","unstructured":"Abadi, M., et al.: Deep learning with differential privacy. In: Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communications Security, pp. 308\u2013318 (2016)","DOI":"10.1145\/2976749.2978318"},{"issue":"1","key":"31_CR2","doi-asserted-by":"publisher","first-page":"1953","DOI":"10.1038\/s41598-022-05539-7","volume":"12","author":"M Adnan","year":"2022","unstructured":"Adnan, M., Kalra, S., Cresswell, J.C., Taylor, G.W., Tizhoosh, H.R.: Federated learning and differential privacy for medical image analysis. Sci. Rep. 12(1), 1953 (2022)","journal-title":"Sci. Rep."},{"key":"31_CR3","unstructured":"Berthelot, D., Carlini, N., Goodfellow, I., Papernot, N., Oliver, A., Raffel, C.A.: Mixmatch: a holistic approach to semi-supervised learning. In: Advances in Neural Information Processing Systems, vol. 32 (2019)"},{"key":"31_CR4","doi-asserted-by":"publisher","first-page":"132665","DOI":"10.1109\/ACCESS.2020.3010287","volume":"8","author":"ME Chowdhury","year":"2020","unstructured":"Chowdhury, M.E., et al.: Can AI help in screening viral and COVID-19 pneumonia? IEEE Access 8, 132665\u2013132676 (2020)","journal-title":"IEEE Access"},{"key":"31_CR5","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"486","DOI":"10.1007\/11761679_29","volume-title":"Advances in Cryptology - EUROCRYPT 2006","author":"C Dwork","year":"2006","unstructured":"Dwork, C., Kenthapadi, K., McSherry, F., Mironov, I., Naor, M.: Our data, ourselves: privacy via distributed noise generation. In: Vaudenay, S. (ed.) EUROCRYPT 2006. LNCS, vol. 4004, pp. 486\u2013503. Springer, Heidelberg (2006). https:\/\/doi.org\/10.1007\/11761679_29"},{"key":"31_CR6","doi-asserted-by":"crossref","unstructured":"Dwork, C., Roth, A., et\u00a0al.: The algorithmic foundations of differential privacy. Found. Trends\u00ae Theoret. Comput. Sci. 9(3\u20134), 211\u2013407 (2014)","DOI":"10.1561\/0400000042"},{"key":"31_CR7","unstructured":"Faisal, F.: Privacy-preserving synthetic image data generation and classification (2023)"},{"key":"31_CR8","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2023.107738","volume":"168","author":"H Gwon","year":"2024","unstructured":"Gwon, H., et al.: LDP-GAN: generative adversarial networks with local differential privacy for patient medical records synthesis. Comput. Biol. Med. 168, 107738 (2024)","journal-title":"Comput. Biol. Med."},{"key":"31_CR9","doi-asserted-by":"crossref","unstructured":"Hadsell, R., Chopra, S., LeCun, Y.: Dimensionality reduction by learning an invariant mapping. In: 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2006), vol.\u00a02, pp. 1735\u20131742. IEEE (2006)","DOI":"10.1109\/CVPR.2006.100"},{"key":"31_CR10","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"150","DOI":"10.1007\/978-981-99-7074-2_12","volume-title":"ISBRA 2023","author":"H Luan","year":"2023","unstructured":"Luan, H., et al.: Multi-class cancer classification of whole slide images through transformer and multiple instance learning. In: Guo, X., Mangul, S., Patterson, M., Zelikovsky, A. (eds.) ISBRA 2023. LNCS, vol. 14248, pp. 150\u2013164. Springer, Singapore (2023). https:\/\/doi.org\/10.1007\/978-981-99-7074-2_12"},{"key":"31_CR11","doi-asserted-by":"crossref","unstructured":"Narayan, V., Mall, P.K., Awasthi, S., Srivastava, S., Gupta, A.: FuzzyNet: medical image classification based on GLCM texture feature. In: 2023 International Conference on Artificial Intelligence and Smart Communication (AISC), pp. 769\u2013773. IEEE (2023)","DOI":"10.1109\/AISC56616.2023.10085348"},{"key":"31_CR12","unstructured":"Papernot, N., Abadi, M., Erlingsson, U., Goodfellow, I., Talwar, K.: Semi-supervised knowledge transfer for deep learning from private training data. arXiv preprint arXiv:1610.05755 (2016)"},{"key":"31_CR13","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2021.104319","volume":"132","author":"T Rahman","year":"2021","unstructured":"Rahman, T., et al.: Exploring the effect of image enhancement techniques on COVID-19 detection using chest X-Ray images. Comput. Biol. Med. 132, 104319 (2021)","journal-title":"Comput. Biol. Med."},{"key":"31_CR14","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2022.106019","volume":"150","author":"A Rehman","year":"2022","unstructured":"Rehman, A., Abbas, S., Khan, M., Ghazal, T.M., Adnan, K.M., Mosavi, A.: A secure healthcare 5.0 system based on blockchain technology entangled with federated learning technique. Comput. Biol. Med. 150, 106019 (2022)","journal-title":"Comput. Biol. Med."},{"key":"31_CR15","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2020.107700","volume":"113","author":"M Shorfuzzaman","year":"2021","unstructured":"Shorfuzzaman, M., Hossain, M.S.: MetaCOVID: a Siamese neural network framework with contrastive loss for n-shot diagnosis of COVID-19 patients. Pattern Recogn. 113, 107700 (2021)","journal-title":"Pattern Recogn."},{"key":"31_CR16","unstructured":"Simonyan, K., Zisserman, A.: Very deep convolutional networks for large-scale image recognition. arXiv preprint arXiv:1409.1556 (2014)"},{"issue":"1","key":"31_CR17","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1038\/s43856-024-00462-6","volume":"4","author":"S Tayebi Arasteh","year":"2024","unstructured":"Tayebi Arasteh, S., et al.: Preserving fairness and diagnostic accuracy in private large-scale AI models for medical imaging. Commun. Med. 4(1), 46 (2024)","journal-title":"Commun. Med."},{"key":"31_CR18","unstructured":"Zhang, H., Cisse, M., Dauphin, Y.N., Lopez-Paz, D.: mixup: beyond empirical risk minimization. arXiv preprint arXiv:1710.09412 (2017)"},{"issue":"1","key":"31_CR19","doi-asserted-by":"publisher","first-page":"13524","DOI":"10.1038\/s41598-021-93030-0","volume":"11","author":"A Ziller","year":"2021","unstructured":"Ziller, A., Usynin, D., Braren, R., Makowski, M., Rueckert, D., Kaissis, G.: Medical imaging deep learning with differential privacy. Sci. Rep. 11(1), 13524 (2021)","journal-title":"Sci. Rep."}],"container-title":["Lecture Notes in Computer Science","Bioinformatics Research and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-97-5128-0_31","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,11,18]],"date-time":"2024-11-18T18:04:59Z","timestamp":1731953099000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-97-5128-0_31"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"ISBN":["9789819751273","9789819751280"],"references-count":19,"URL":"https:\/\/doi.org\/10.1007\/978-981-97-5128-0_31","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"12 July 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ISBRA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Symposium on Bioinformatics Research and Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Kunming","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19 July 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"21 July 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"isbra2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/bio.csu.edu.cn\/ISBRA2024\/ISBRA2024_Home.html","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}