{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,25]],"date-time":"2026-01-25T00:47:35Z","timestamp":1769302055167,"version":"3.49.0"},"reference-count":48,"publisher":"Tech Science Press","issue":"2","license":[{"start":{"date-parts":[[2025,2,23]],"date-time":"2025-02-23T00:00:00Z","timestamp":1740268800000},"content-version":"vor","delay-in-days":53,"URL":"https:\/\/doi.org\/10.32604\/TSP-CROSSMARKPOLICY"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["CMC"],"published-print":{"date-parts":[[2025]]},"DOI":"10.32604\/cmc.2024.057269","type":"journal-article","created":{"date-parts":[[2024,12,11]],"date-time":"2024-12-11T21:30:57Z","timestamp":1733952657000},"page":"2137-2158","update-policy":"https:\/\/doi.org\/10.32604\/tsp-crossmarkpolicy","source":"Crossref","is-referenced-by-count":1,"title":["Secure Medical Image Retrieval Based on Multi-Attention Mechanism and Triplet Deep Hashing"],"prefix":"10.32604","volume":"82","author":[{"given":"Shaozheng","family":"Zhang","sequence":"first","affiliation":[]},{"given":"Jiahui","family":"Tang","sequence":"additional","affiliation":[]},{"given":"Ruihua","family":"Xu","sequence":"additional","affiliation":[]},{"given":"Qiuyu","family":"Zhang","sequence":"additional","affiliation":[]}],"member":"17807","published-online":{"date-parts":[[2025]]},"reference":[{"key":"ref1","doi-asserted-by":"crossref","first-page":"47731","DOI":"10.1109\/ACCESS.2021.3061710","article-title":"Lightweight encryption technique to enhance medical image security on internet of medical things applications","volume":"9","author":"Hasan","year":"2021","journal-title":"IEEE Access"},{"key":"ref2","doi-asserted-by":"crossref","first-page":"58","DOI":"10.1016\/j.jksuci.2018.10.002","article-title":"Content-based medical image retrieval by spatial matching of visual words","volume":"34","author":"Shamna","year":"2022","journal-title":"J. King Saud Univ.-Comput. Inf. Sci."},{"key":"ref3","doi-asserted-by":"crossref","DOI":"10.1016\/j.ins.2023.118938","article-title":"Content-based medical image retrieval with opponent class adaptive margin loss","volume":"637","author":"\u00d6zt\u00fcrk","year":"2023, Art. no. 118938","journal-title":"Inf. Sci."},{"key":"ref4","doi-asserted-by":"crossref","first-page":"4309","DOI":"10.1007\/s11042-023-15215-1","article-title":"Content-based image retrieval with fuzzy clustering for feature vector normalization","volume":"83","author":"Vu","year":"2024","journal-title":"Multimed. Tools Appl."},{"key":"ref5","doi-asserted-by":"crossref","DOI":"10.1016\/j.displa.2022.102355","article-title":"OMCBIR: Offline mobile content-based image retrieval with lightweight CNN optimization","volume":"76","author":"Zhang","year":"2023, Art. no. 102355","journal-title":"Displays"},{"key":"ref6","doi-asserted-by":"crossref","DOI":"10.1016\/j.media.2022.102444","article-title":"Recent advances and clinical applications of deep learning in medical image analysis","volume":"79","author":"Chen","year":"2022, Art. no. 102444","journal-title":"Med. Image Anal."},{"key":"ref7","article-title":"A novel Siamese deep hashing model for histopathology image retrieval","volume":"225","author":"Alizadeh","year":"2023, Art. no. 120169","journal-title":"Expert Syst. Appl"},{"key":"ref8","doi-asserted-by":"crossref","DOI":"10.1016\/j.neunet.2024.106182","article-title":"Triplet-constrained deep hashing for chest X-ray image retrieval in COVID-19 assessment","volume":"173","author":"Wang","year":"2024, Art. no. 106182","journal-title":"Neural Netw."},{"key":"ref9","doi-asserted-by":"crossref","DOI":"10.1016\/j.imavis.2023.104668","article-title":"An optimized deep supervised hashing model for fast image retrieval","volume":"133","author":"Hussain","year":"2023, Art. no. 104668","journal-title":"Image Vis. Comput."},{"key":"ref10","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1109\/LSP.2023.3244516","article-title":"Deep hashing with multi-central ranking loss for multi-label image retrieval","volume":"30","author":"Cui","year":"2023","journal-title":"IEEE Signal Process. Lett."},{"key":"ref11","doi-asserted-by":"crossref","DOI":"10.1145\/3524021","article-title":"Deep uncoupled discrete hashing via similarity matrix decomposition","volume":"19","author":"Wu","year":"2023, Art. no. 22","journal-title":"ACM Trans. Multimed. Comput., Commun., Appl."},{"key":"ref12","doi-asserted-by":"crossref","first-page":"17548","DOI":"10.1007\/s10489-022-04410-6","article-title":"Swin transformer-based supervised hashing","volume":"53","author":"Peng","year":"2023","journal-title":"Appl. Intell."},{"key":"ref13","doi-asserted-by":"crossref","DOI":"10.1016\/j.eswa.2023.122105","article-title":"Deep global semantic structure-preserving hashing via corrective triplet loss for remote sensing image retrieval","volume":"238","author":"Zhou","year":"2024, Art. no. 122105","journal-title":"Expert. Syst. Appl."},{"key":"ref14","doi-asserted-by":"crossref","first-page":"4637","DOI":"10.1109\/TDSC.2024.3355223","article-title":"AVPMIR: Adaptive verifiable privacy-preserving medical image retrieval","volume":"21","author":"Li","year":"2024","journal-title":"IEEE Trans. Depend. Secure Comput."},{"key":"ref15","doi-asserted-by":"crossref","first-page":"1947","DOI":"10.1007\/s12559-022-10040-4","article-title":"WatMIF: Multimodal medical image fusion-based watermarking for telehealth applications","volume":"16","author":"Singh","year":"2024","journal-title":"Cogn. Comput."},{"key":"ref16","doi-asserted-by":"crossref","DOI":"10.1016\/j.comnet.2022.109013","article-title":"Secure medical data management with privacy-preservation and authentication properties in smart healthcare system","volume":"212","author":"Chang","year":"2022, Art. no. 109013","journal-title":"Comput. Netw."},{"key":"ref17","doi-asserted-by":"crossref","DOI":"10.1016\/j.compbiomed.2023.106574","article-title":"Interpretable pap-smear image retrieval for cervical cancer detection with rotation invariance mask generation deep hashing","volume":"154","author":"\u00d6zbay","year":"2023, Art. no. 106574","journal-title":"Comput. Biol. Med."},{"key":"ref18","doi-asserted-by":"crossref","first-page":"3371","DOI":"10.1109\/TIP.2022.3171081","article-title":"Multi-manifold deep discriminative cross-modal hashing for medical image retrieval","volume":"31","author":"Xu","year":"2022","journal-title":"IEEE Trans. Image Process."},{"key":"ref19","doi-asserted-by":"crossref","DOI":"10.1016\/j.compbiomed.2023.106633","article-title":"Multi-scale triplet hashing for medical image retrieval","volume":"155","author":"Chen","year":"2023, Art. no. 106633","journal-title":"Comput. Biol. Med."},{"key":"ref20","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1007\/s13735-021-00218-1","article-title":"A review on deep learning in medical image analysis","volume":"11","author":"Suganyadevi","year":"2022","journal-title":"Int. J. Multimed. Inf. Retr."},{"key":"ref21","doi-asserted-by":"crossref","DOI":"10.1016\/j.media.2021.102301","article-title":"Dermoscopic image retrieval based on rotation-invariance deep hashing","volume":"77","author":"Zhang","year":"2022, Art. no. 102301","journal-title":"Med. Image Anal."},{"key":"ref22","doi-asserted-by":"crossref","DOI":"10.1016\/j.media.2021.101981","article-title":"Deep triplet hashing network for case-based medical image retrieval","volume":"69","author":"Fang","year":"2021, Art. no. 101981","journal-title":"Med. Image Anal."},{"key":"ref23","doi-asserted-by":"crossref","DOI":"10.1016\/j.bspc.2021.102601","article-title":"Class-driven content-based medical image retrieval using hash codes of deep features","volume":"68","author":"\u00d6zt\u00fcrk","year":"2021, Art. no. 102601","journal-title":"Biomed Signal Process. Control."},{"key":"ref24","series-title":"Med. Image Comput. Comput. Assist. Interv.\u2014MICCAI 2021: 24th Int. Conf.","first-page":"205","article-title":"Energy-based supervised hashing for multimorbidity image retrieval","author":"Huang","year":"2021"},{"key":"ref25","doi-asserted-by":"crossref","DOI":"10.1016\/j.measurement.2020.107785","article-title":"Unsupervised deep hashing by joint optimization for pulmonary nodule image retrieval","volume":"159","author":"Qi","year":"2020, Art. no. 107785","journal-title":"Measurement"},{"key":"ref26","doi-asserted-by":"crossref","first-page":"2687","DOI":"10.1109\/TCSVT.2021.3080920","article-title":"A decade survey of content based image retrieval using deep learning","volume":"32","author":"Dubey","year":"2021","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"ref27","first-page":"1","article-title":"FPGA implementation of improved security approach for medical image encryption and decryption","volume":"2021","author":"Hafsa","year":"2021","journal-title":"Sci. Program."},{"key":"ref28","doi-asserted-by":"crossref","first-page":"2556","DOI":"10.1109\/TIFS.2020.2972159","article-title":"Joint watermarking-encryption-JPEG-LS for medical image reliability control in encrypted and compressed domains","volume":"15","author":"Haddad","year":"2020","journal-title":"IEEE Trans. Inf. Foren. Secur."},{"key":"ref29","doi-asserted-by":"crossref","DOI":"10.1016\/j.cose.2020.102021","article-title":"Privacy-preserving image search (PPIS): Secure classification and searching using convolutional neural network over large-scale encrypted medical images","volume":"99","author":"Guo","year":"2020, Art. no. 102021","journal-title":"Comput. Secur."},{"key":"ref30","series-title":"2022 2nd Int. Conf. Emerg. Front. Electr. Electron. Technol. (ICEFEET)","first-page":"1","article-title":"A secure medical image retrieval technique using encrypted query image","author":"Kumar","year":"2022"},{"key":"ref31","doi-asserted-by":"crossref","first-page":"913","DOI":"10.1109\/TSC.2022.3149847","article-title":"An accurate and privacy-preserving retrieval scheme over outsourced medical images","volume":"16","author":"Zhu","year":"2023","journal-title":"IEEE Trans. Serv. Comput."},{"key":"ref32","doi-asserted-by":"crossref","first-page":"9267","DOI":"10.1002\/int.22991","article-title":"Privacy-preserving CNN feature extraction and retrieval over medical images","volume":"37","author":"Cai","year":"2022","journal-title":"Int. J. Intell. Syst."},{"key":"ref33","doi-asserted-by":"crossref","DOI":"10.1016\/j.compbiomed.2021.104319","article-title":"Exploring the effect of image enhancement techniques on COVID-19 detection using chest X-ray images","volume":"132","author":"Rahman","year":"2021, Art. no. 104319","journal-title":"Comput. Biol. Med."},{"key":"ref34","doi-asserted-by":"crossref","DOI":"10.3390\/healthcare11060863","article-title":"Deep learning-based prediction of diabetic retinopathy using CLAHE and ESRGAN for enhancement","volume":"11","author":"Alwakid","year":"2023, Art. no. 863","journal-title":"Healthcare"},{"key":"ref35","first-page":"1","article-title":"Application of histogram equalization for image enhancement in corrosion areas","volume":"2021","author":"Xiong","year":"2021","journal-title":"Shock Vib."},{"key":"ref36","series-title":"Proc. IEEE\/CVF Int. Conf. Comput. Vis. (ICCV)","first-page":"783","article-title":"FcaNet: Frequency channel attention networks","author":"Qin","year":"2021"},{"key":"ref37","series-title":"Proc. 18th Int. Conf. Med. Image Comput. Comput.-Assist. Interv","first-page":"234","article-title":"U-Net: Convolutional networks for biomedical image segmentation","author":"Ronneberger","year":"2015"},{"key":"ref38","doi-asserted-by":"crossref","first-page":"1279","DOI":"10.1109\/TMI.2021.3051604","article-title":"A mutual multi-scale triplet graph convolutional network for classification of brain disorders using functional or structural connectivity","volume":"40","author":"Yao","year":"2021","journal-title":"IEEE Trans. Med. Imag."},{"key":"ref39","article-title":"COVID-Net: A tailored deep convolutional neural network design for detection of COVID-19 cases from chest X-ray images","volume":"10","author":"Wang","year":"2020, Art. no. 19549","journal-title":"Sci. Rep."},{"key":"ref40","first-page":"825","article-title":"Deep polarized network for supervised learning of accurate binary hashing codes","author":"Fan","year":"2021","journal-title":"IJCAI\u201920: Proc. Twenty-Ninth Int. Conf. Int. Joint Conf. Artif. Intell."},{"key":"ref41","series-title":"Proc. IEEE Int. Conf. Bioinf. Biomed.","first-page":"990","article-title":"Attention-based saliency hashing for ophthalmic image retrieval","author":"Fang","year":"2020"},{"key":"ref42","doi-asserted-by":"crossref","first-page":"224","DOI":"10.1016\/j.neucom.2020.04.037","article-title":"Deep balanced discrete hashing for image retrieval","volume":"403","author":"Zheng","year":"2020","journal-title":"Neurocomputing"},{"key":"ref43","series-title":"Proc. IEEE\/CVF Winter Conf. Appl. Comput. Vis. (WACV)","first-page":"440","article-title":"X-MIR: Explainable medical image retrieval","author":"Hu","year":"2022"},{"key":"ref44","doi-asserted-by":"crossref","first-page":"944","DOI":"10.1109\/TLA.2021.9451239","article-title":"Deep Learning Transfer with AlexNet for chest X-ray COVID-19 recognition","volume":"19","author":"Cort\u00e9s","year":"2021","journal-title":"IEEE Lat. Am. Trans."},{"key":"ref45","doi-asserted-by":"crossref","DOI":"10.1016\/j.cmpb.2022.107096","article-title":"Human-computer interaction based health diagnostics using ResNet34 for tongue image classification","volume":"226","author":"Zhuang","year":"2022, Art. no. 107096","journal-title":"Comput. Methods Prog. Biomed"},{"key":"ref46","doi-asserted-by":"crossref","DOI":"10.3390\/app13106099","article-title":"A medical image encryption scheme for secure fingerprint-based authenticated transmission","volume":"13","author":"Castro","year":"2023, Art. no. 6099","journal-title":"Appl. Sci."},{"key":"ref47","doi-asserted-by":"crossref","first-page":"22213","DOI":"10.1007\/s11042-022-13343-8","article-title":"An efficient medical image encryption scheme for (WBAN) based on adaptive DNA and modern multi chaotic map","volume":"82","author":"Abdelfatah","year":"2023","journal-title":"Multimed. Tools Appl."},{"key":"ref48","doi-asserted-by":"crossref","DOI":"10.1038\/s41598-024-56364-z","article-title":"Blockchain based medical image encryption using Arnold\u2019s cat map in a cloud environment","volume":"14","author":"Inam","year":"2024, Art. no. 5678","journal-title":"Sci. Rep."}],"container-title":["Computers, Materials &amp; Continua"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/cdn.techscience.cn\/files\/cmc\/2025\/TSP_CMC-82-2\/TSP_CMC_57269\/TSP_CMC_57269.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,14]],"date-time":"2025-11-14T06:08:34Z","timestamp":1763100514000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.techscience.com\/cmc\/v82n2\/59443"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":48,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2025]]},"published-print":{"date-parts":[[2025]]}},"URL":"https:\/\/doi.org\/10.32604\/cmc.2024.057269","relation":{},"ISSN":["1546-2226"],"issn-type":[{"value":"1546-2226","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"2024-08-13","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-11-01","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-02-17","order":2,"name":"published","label":"Published Online","group":{"name":"publication_history","label":"Publication History"}}]}}