{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,1,26]],"date-time":"2024-01-26T00:17:11Z","timestamp":1706228231610},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643684567","type":"print"},{"value":"9781643684574","type":"electronic"}],"license":[{"start":{"date-parts":[[2024,1,25]],"date-time":"2024-01-25T00:00:00Z","timestamp":1706140800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024,1,25]]},"abstract":"<jats:p>Laryngoscopy images play a vital role in merging computer vision and otorhinolaryngology research. However, limited studies offer laryngeal datasets for comparative evaluation. Hence, this study introduces a novel dataset focusing on vocal fold images. Additionally, we propose a lightweight network utilizing knowledge distillation, with our student model achieving around 98.4% accuracy-comparable to the original EfficientNetB1 while reducing model weights by up to 88%. We also present an AI-assisted smartphone solution, enabling a portable and intelligent laryngoscopy system that aids laryngoscopists in efficiently targeting vocal fold areas for observation and diagnosis. To sum up, our contribution includes a laryngeal image dataset and a compressed version of the efficient model, suitable for handheld laryngoscopy devices.<\/jats:p>","DOI":"10.3233\/shti231104","type":"book-chapter","created":{"date-parts":[[2024,1,25]],"date-time":"2024-01-25T10:25:52Z","timestamp":1706178352000},"source":"Crossref","is-referenced-by-count":0,"title":["Vision-Based Assistance for Vocal Fold Identification in Laryngoscopy with Knowledge Distillation"],"prefix":"10.3233","author":[{"given":"Thao Thi Phuong","family":"Dao","sequence":"first","affiliation":[{"name":"University of Science, VNU-HCMC, Ho Chi Minh City, Vietnam"},{"name":"John von Neumann Institute, VNU-HCMC, Ho Chi Minh City, Vietnam"},{"name":"Vietnam National University, Ho Chi Minh City, Vietnam"},{"name":"Otorhinolaryngology Department, Thong Nhat Hospital, Ho Chi Minh City, Vietnam"}]},{"given":"Minh-Khoi","family":"Pham","sequence":"additional","affiliation":[{"name":"Dublin City University, Dublin, Ireland"}]},{"given":"Mai-Khiem","family":"Tran","sequence":"additional","affiliation":[{"name":"University of Science, VNU-HCMC, Ho Chi Minh City, Vietnam"},{"name":"John von Neumann Institute, VNU-HCMC, Ho Chi Minh City, Vietnam"},{"name":"Vietnam National University, Ho Chi Minh City, Vietnam"}]},{"given":"Chanh Cong","family":"Ha","sequence":"additional","affiliation":[{"name":"Otorhinolaryngology Department, 7A Military Hospital, Ho Chi Minh City, Vietnam"}]},{"given":"Boi Ngoc","family":"Van","sequence":"additional","affiliation":[{"name":"Otorhinolaryngology Department, Vinmec Central Park International Hospital, Ho Chi Minh City, Vietnam"}]},{"given":"Bich Anh","family":"Tran","sequence":"additional","affiliation":[{"name":"Otorhinolaryngology Department, Cho Ray Hospital, Ho Chi Minh City, Vietnam"}]},{"given":"Minh-Triet","family":"Tran","sequence":"additional","affiliation":[{"name":"University of Science, VNU-HCMC, Ho Chi Minh City, Vietnam"},{"name":"John von Neumann Institute, VNU-HCMC, Ho Chi Minh City, Vietnam"},{"name":"Vietnam National University, Ho Chi Minh City, Vietnam"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","MEDINFO 2023 \u2014 The Future Is Accessible"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI231104","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,25]],"date-time":"2024-01-25T10:25:53Z","timestamp":1706178353000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI231104"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,1,25]]},"ISBN":["9781643684567","9781643684574"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti231104","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,1,25]]}}}