TY - GEN
T1 - Detection of Exposed Nerves in Two Individuals In Vivo and Unexposed Nerves Ex Vivo with Near-Infrared Hyperspectral Laparoscope
AU - Fukushima, Ryodai
AU - Takamatsu, Toshihiro
AU - Sato, Kounosuke
AU - Hernandez-Guedes, Abian
AU - Callico, Gustavo M.
AU - Okubo, Kyouhei
AU - Umezawa, Masakazu
AU - Yokota, Hideo
AU - Soga, Kouhei
AU - Takemura, Hiroshi
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - In this study, a laparoscopic device, which can conduct near-infrared hyperspectral imaging (NIR- HSI) was developed for the first time in the world. The optical system was developed with a spectroscopic element, AOTF, which enables non-invasive acquisition of specimen spectrum in the wavelength range of 490 nm to 1600 nm. Using this system, exposed nerves of living pigs were acquired; a total of four nerves from two pigs were imaged by a neural network using leave-one-out cross-validation procedure. The system provides accuracy of 84.6 %, recall of 65.7 %, and specificity of 85.3 %, respectively. In addition, a detection was performed on a specimen with a 2 mm thick mesentery membrane placed on top of the nerves extracted from a pig. The results were accuracy of 95.2 %, recall of 95.2 %, and specificity of 95.1 %, respectively. Through this study, the developed laparoscopic device is expected to be useful for visualization of tissues in living specimens and in deep tissues of the living body.
AB - In this study, a laparoscopic device, which can conduct near-infrared hyperspectral imaging (NIR- HSI) was developed for the first time in the world. The optical system was developed with a spectroscopic element, AOTF, which enables non-invasive acquisition of specimen spectrum in the wavelength range of 490 nm to 1600 nm. Using this system, exposed nerves of living pigs were acquired; a total of four nerves from two pigs were imaged by a neural network using leave-one-out cross-validation procedure. The system provides accuracy of 84.6 %, recall of 65.7 %, and specificity of 85.3 %, respectively. In addition, a detection was performed on a specimen with a 2 mm thick mesentery membrane placed on top of the nerves extracted from a pig. The results were accuracy of 95.2 %, recall of 95.2 %, and specificity of 95.1 %, respectively. Through this study, the developed laparoscopic device is expected to be useful for visualization of tissues in living specimens and in deep tissues of the living body.
UR - http://www.scopus.com/inward/record.url?scp=85186263526&partnerID=8YFLogxK
U2 - 10.1109/SII58957.2024.10417671
DO - 10.1109/SII58957.2024.10417671
M3 - Conference contribution
AN - SCOPUS:85186263526
T3 - 2024 IEEE/SICE International Symposium on System Integration, SII 2024
SP - 19
EP - 24
BT - 2024 IEEE/SICE International Symposium on System Integration, SII 2024
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2024 IEEE/SICE International Symposium on System Integration, SII 2024
Y2 - 8 January 2024 through 11 January 2024
ER -