Skip to main content
. Author manuscript; available in PMC: 2023 Aug 9.
Published in final edited form as: Phys Med Biol. 2022 May 26;67(11):10.1088/1361-6560/ac6ebc. doi: 10.1088/1361-6560/ac6ebc

Table B2.

MAPE comparisons of RSP between the reference and DECT parametric mapping models for an HN site with five tissue surrogates using a TBDE HN scan.

M701 Lung Soft Tissue Spinal Cord Brain Bone
Empirical Model 8.1 ± 7.9 2.9 ± 2.6 2.7 ± 1.9 1.2 ± 0.9 4.2 ± 4.9

Conventional ANN 9.6 ± 7.2 1.1 ± 1.0 1.7 ± 0.8 0.5 ± 0.4 8.0 ± 1.1
FCNN 1.5 ± 3.3 2.1 ± 0.8 3.0 ± 0.6 1.8 ± 0.2 5.7 ± 0.7
DFCNN 2.4 ± 3.2 2.2 ± 0.6 3.1 ± 0.5 1.8 ± 0.2 5.8 ± 0.9
RN-v1 1.1 ± 3.5 2.5 ± 1.1 3.0 ± 0.7 1.8 ± 0.3 4.6 ± 0.8
RN-v2 1.3 ± 3.4 2.4 ± 0.8 3.1 ± 0.5 1.9 ± 0.2 4.8 ± 0.8
DRN-v2 1.8 ± 3.8 3.0 ± 2.1 3.3 ± 1.3 1.8 ± 0.5 5.1 ± 1.3

Physics-informed ANN 9.6 ± 7.2 1.4 ± 0.9 2.8 ± 0.9 1.5 ± 0.5 6.9 ± 1.2
FCNN 2.0 ± 3.3 2.2 ± 0.7 3.0 ± 0.5 1.7 ± 0.2 5.3 ± 0.7
DFCNN 2.1 ± 3.3 2.2 ± 0.6 3.0 ± 0.5 1.7 ± 0.2 5.7 ± 0.8
RN-v1 1.6 ± 4.0 2.4 ± 0.7 3.1 ± 0.5 1.9 ± 0.2 5.2 ± 0.8
RN-v2 1.6 ± 3.6 2.3 ± 0.7 3.1 ± 0.5 1.9 ± 0.2 5.2 ± 1.0
DRN-v2 1.3 ± 4.2 2.4 ± 0.7 3.1 ± 0.6 1.9 ± 0.2 5.1 ± 1.2

M702 Lung Soft Tissue Spinal Cord Brain Bone

Empirical Model 8.9 ± 11.0 2.6 ± 2.4 1.6 ± 1.4 0.9 ± 0.8 3.9 ± 2.2

Conventional ANN 10.5 ± 7.8 1.2 ± 1.2 1.3 ± 0.7 0.4 ± 0.4 8.0 ± 1.0
FCNN 1.8 ± 0.9 2.1 ± 0.8 3.0 ± 0.5 1.6 ± 0.3 5.8 ± 0.6
DFCNN 2.3 ± 0.5 2.2 ± 0.6 3.0 ± 0.5 1.6 ± 0.2 5.8 ± 0.6
RN-v1 1.1 ± 0.7 2.4 ± 0.9 2.9 ± 0.5 1.7 ± 0.3 4.6 ± 0.8
RN-v2 1.5 ± 0.8 2.5 ± 0.7 3.0 ± 0.5 1.7 ± 0.3 4.8 ± 0.7
DRN-v2 1.8 ± 0.9 2.7 ± 1.9 3.1 ± 0.9 1.6 ± 0.5 5.3 ± 1.3

Physics-informed ANN 10.3 ± 8.0 1.4 ± 1.0 2.6 ± 0.7 1.1 ± 0.5 7.0 ± 1.1
FCNN 2.1 ± 0.6 2.2 ± 0.7 3.0 ± 0.4 1.6 ± 0.2 5.3 ± 0.5
DFCNN 2.1 ± 0.6 2.2 ± 0.7 3.0 ± 0.4 1.6 ± 0.2 5.7 ± 0.6
RN-v1 1.5 ± 0.8 2.4 ± 0.7 3.1 ± 0.4 1.7 ± 0.3 5.1 ± 0.6
RN-v2 1.5 ± 0.8 2.4 ± 0.7 3.0 ± 0.5 1.7 ± 0.3 5.0 ± 0.7
DRN-v2 1.1 ± 0.7 2.5 ± 0.7 3.1 ± 0.4 1.7 ± 0.3 4.9 ± 0.8

M705 Lung Soft Tissue Spinal Cord Brain Bone

Empirical Model 6.4 ± 6.0 1.5 ± 1.4 1.5 ± 1.1 0.8 ± 0.7 4.6 ± 2.0

Conventional ANN 8.4 ± 5.4 1.1 ± 0.8 1.2 ± 0.8 0.4 ± 0.4 8.4 ± 0.8
FCNN 1.3 ± 1.7 1.6 ± 0.6 3.0 ± 0.6 1.6 ± 0.2 3.6 ± 0.7
DFCNN 2.3 ± 1.6 1.8 ± 0.4 3.0 ± 0.6 1.5 ± 0.2 4.0 ± 0.9
RN-v1 0.8 ± 1.7 2.0 ± 0.4 3.0 ± 0.5 1.7 ± 0.3 1.3 ± 0.8
RN-v2 1.2 ± 1.7 2.0 ± 0.4 3.0 ± 0.6 1.7 ± 0.3 1.4 ± 0.8
DRN-v2 1.5 ± 2.0 1.6 ± 0.9 2.9 ± 0.6 1.6 ± 0.5 4.8 ± 1.1

Physics-informed ANN 8.3 ± 5.4 0.7 ± 0.5 2.5 ± 0.7 1.0 ± 0.4 7.7 ± 0.8
FCNN 1.9 ± 1.6 1.8 ± 0.5 2.9 ± 0.5 1.6 ± 0.2 2.6 ± 0.7
DFCNN 1.9 ± 1.6 1.8 ± 0.5 3.0 ± 0.5 1.6 ± 0.2 3.4 ± 0.9
RN-v1 1.2 ± 1.8 1.9 ± 0.4 3.1 ± 0.4 1.7 ± 0.3 2.3 ± 0.8
RN-v2 1.1 ± 1.7 2.0 ± 0.4 3.0 ± 0.5 1.7 ± 0.3 1.8 ± 0.8
DRN-v2 0.7 ± 1.9 2.0 ± 0.4 3.0 ± 0.4 1.7 ± 0.2 2.5 ± 1.1