Mean Teacher with Medical Imaging Data Augmentation (torchio)
Python
mean-teacher-medical-imaging
Mean Teacher with Medical Imaging Data Augmentation (torchio)
FETA dataset with 5% labeled data
Dice Score
Mean Teacher ResNet-34
0.5682 ± 0.22
Supervised Approach ResNet-34
0.5451 ± 0.19
Original Image
Elastic Deformation
Random Affine
Random Motion
Random Flip
Random Blur
Bano, S. et al. (2020). Deep Placental Vessel Segmentation for Fetoscopic Mosaicking. In: , et al. Medical Image Computing and Computer Assisted Intervention – MICCAI 2020. MICCAI 2020. Lecture Notes in Computer Science(), vol 12263. Springer, Cham. https://doi.org/10.1007/978-3-030-59716-0_73
