2-D Biosignal Processing for Automation in Disease Detection Based on Deep Neural Networks
Celia Shahnaz
Bangladesh University of Engineering and Technology
3-4:00pm ET Tue. 14 Nov. 2023, ITE 325b
To treat the diseases or injuries of the joints, bones, muscles, and spine in both adult and pediatric imaging the 2-D musculoskeletal radiographs bring a significant depth of expertise. Various machine learning processes have played a significant role in medical image classification and abnormality detection from musculoskeletal radiographs . There are other 2-D images that are utilized for Tuberculosis, COVID 19 detection. Many Networks, such as Densenet, Resnet, Inception v3, and Capsnet architecture will be explained here for musculoskeletal radiographs abnormality detection and other life threatening diseases detection. Such computer-based automatic detection of abnormality and diseases is time-saving, and more accurate thus creates a huge impact on the community and humanity.
Celia Shahnaz, SMIEEE, Fellow IEB, received Ph.D. degree from Concordia University, Canada and is currently a professor at, Department of EEE, BUET, Bangladesh since 2015. She was the winner of Canadian Common Scholarship for pursuing her Ph.D study in Canada and recipient of Bangladesh Academy of Science Gold Medal for her contributions in science and technology. The World Academy of Science (TWAS) members have elected her as a Fellow of TWAS for the advancement of science in developing countries, effective 1 January 2023. Recently, her nomination has been approved and she has been inducted into IEEE-Eta Kappa Nu as a Professional Member into the Eta Chapter of the Board of Governors.
She has been elected as 2022 IEEE WIE Committee Chair-Elect and she is serving as the 2023-2024 IEEE WIE Committee Chair. She has been appointed as 2022-23 Member, IEEE New Initiative Committee, 2021-23 Member, IEEE History Committee, Liaison between IEEE History Committee and IEEE WIE. She has served as 2021-23 Chair, IEEE SPS Women in Signal Processing, 2021-23 Liaison between IEEE SPS and IEEE WIE, 2021-22 Member, IEEE Educational Activities Board Faculty Resource Committee, 2022 Member, IEEE WIE Strategic planning Committee, 2021 Chair, IEEE WIE History Subcommittee, 2020-21 Member, IEEE WIE Senior Member Elevation Drive and 2019-2022 Member, IEEE WIE WePower Subcommittee. She has served as an Editorial board member, IET Signal Processing From 2018 to date. She is the immediate past Chair, IEEE Bangladesh Section, Co-founder & Chair, IEEE EMBS, IAS, RAS, SSIT Bangladesh Chapters, Co-founder & Vice-Chair, IEEE SPS Bangladesh Chapter, Founder and Advisor, WIE AG, and founder and Chair of SIGHT group FLASH, IEEE Bangladesh Section.
She is the recipient of the 2021 IEEE MGA Achievement Award, 2021 Inspiring Women in Academia Award from Bangladesh brand forum, 2019 R10 Humanitarian Activities Outstanding Volunteer Award, 2016 MGA Leadership Award 2015 WIE Inspiring Member Award, 2013 R10 WIE Professional Volunteer Award. She has more than 22 years of experience (22 years as an IEEE volunteer) in leading impactful Technical, Professional, Educational, Industrial, Women Empowerment, Humanitarian Technology, Power and Energy-related Projects at national/international levels.