. Author manuscript; available in PMC: 2021 Sep 27.

Published in final edited form as: Phys Med. 2020 May 1;73:190–196. doi: 10.1016/j.ejmp.2020.04.011

Table 1.

Image segmentation models

Site	Modality	Organ/s	Model / Framework
Lung [34]	CT	Heart, heart sub-structures, pericardium, atria, ventricles	DeepLabV3+ / Pytorch
Lung [29]	CT	Tumor nodules	Incremental MRRN / Keras, Tensorflow™
Prostate (Elguindi et al, under review)	MRI	Bladder, prostate and seminal vesicles (CTV), penile bulb, rectum, urethra and rectal spacer	DeepLabV3+, Tensorflow™-GPU
Head & Neck [36]	CT	Masseters (left, right), medial pterygoids (left, right), constrictor muscles, and larynx	DeepLabV3+ / Pytorch
Head & Neck [30]	CT	Parotid glands (left, right), Sub-mandibular glands (left, right), mandible and brain stem	Self-attention UNet / Pytorch