TY - GEN
T1 - Diameter-based pseudo labeling for pathological image segmentation
AU - Shigeyasu, Yuki
AU - Harada, Shota
AU - Yoshizawa, Akihiko
AU - Terada, Kazuhiro
AU - Bise, Ryoma
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - This paper proposes a semi-and-weak supervised pathological image segmentation method that effectively leverages the pre-recorded long-diameter information of a tumor in clinical as weak supervision. By leveraging the tumor diameter, the proposed method can accurately identify candidate tumor regions for pseudo-label selection. The accurate pseudo labels can improve the segmentation performance. The experimental results demonstrate the effectiveness of our method, which achieved the best performance among the comparative methods.
AB - This paper proposes a semi-and-weak supervised pathological image segmentation method that effectively leverages the pre-recorded long-diameter information of a tumor in clinical as weak supervision. By leveraging the tumor diameter, the proposed method can accurately identify candidate tumor regions for pseudo-label selection. The accurate pseudo labels can improve the segmentation performance. The experimental results demonstrate the effectiveness of our method, which achieved the best performance among the comparative methods.
UR - https://www.scopus.com/pages/publications/85215012481
UR - https://www.scopus.com/pages/publications/85215012481#tab=citedBy
U2 - 10.1109/EMBC53108.2024.10782204
DO - 10.1109/EMBC53108.2024.10782204
M3 - Conference contribution
C2 - 40039994
AN - SCOPUS:85215012481
T3 - Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS
BT - 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2024 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2024
Y2 - 15 July 2024 through 19 July 2024
ER -