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. 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 B3.

MAPE comparisons of mass densities between the reference and DECT parametric mapping models for a thoracic site with five tissue surrogates using a TBDE thorax scan.

M701 Lung Breast Soft Tissue Spinal Cord Bone
Empirical Model 26.8 ± 0.0 - 3.1 ± 2.5 3.4 ± 2.6 7.8 ± 3.9

Conventional ANN 11.4 ± 7.2 - 2.6 ± 1.8 1.5 ± 1.3 8.5 ± 2.1
FCNN 1.1 ± 1.6 - 1.5 ± 1.7 0.8 ± 0.9 5.6 ± 1.3
DFCNN 1.9 ± 1.5 - 1.4 ± 1.6 1.0 ± 1.0 5.6 ± 1.6
RN-v1 0.7 ± 1.6 - 1.5 ± 1.9 1.7 ± 2.4 4.2 ± 1.2
RN-v2 0.9 ± 1.5 - 1.4 ± 1.8 0.7 ± 0.8 4.3 ± 1.3
DRN-v2 1.6 ± 1.8 - 2.5 ± 2.7 3.4 ± 2.4 6.3 ± 2.0

Physics-informed ANN 10.6 ± 7.0 - 1.5 ± 1.5 1.4 ± 1.1 7.6 ± 2.1
FCNN 1.6 ± 1.5 - 1.4 ± 1.6 0.9 ± 0.8 4.9 ± 1.1
DFCNN 1.8 ± 1.6 - 1.4 ± 1.6 1.0 ± 1.0 5.4 ± 1.4
RN-v1 1.0 ± 1.7 - 1.4 ± 1.6 0.7 ± 0.8 4.7 ± 1.2
RN-v2 1.0 ± 1.6 - 1.3 ± 1.7 0.7 ± 0.9 4.6 ± 1.2
DRN-v2 0.8 ± 1.8 - 1.4 ± 1.6 0.7 ± 0.8 4.8 ± 1.3

M702 Lung Breast Soft Tissue Spinal Cord Bone

Empirical Model 26.8 ± 0.0 3.4 ± 2.2 2.7 ± 2.2 2.5 ± 1.9 7.1 ± 6.9

Conventional ANN 10.6 ± 6.5 2.5 ± 1.3 2.5 ± 1.4 1.2 ± 0.9 8.3 ± 1.8
FCNN 1.2 ± 0.8 1.6 ± 0.8 1.2 ± 1.1 0.6 ± 0.6 5.6 ± 1.1
DFCNN 1.9 ± 0.5 1.4 ± 0.8 1.1 ± 1.0 0.8 ± 0.6 5.7 ± 1.3
RN-v1 0.7 ± 0.7 1.9 ± 1.1 1.3 ± 1.4 1.4 ± 2.2 4.2 ± 1.1
RN-v2 0.9 ± 0.7 1.8 ± 1.0 1.3 ± 1.2 0.6 ± 0.5 4.3 ± 1.1
DRN-v2 1.5 ± 0.8 2.5 ± 1.6 2.1 ± 2.2 2.9 ± 1.9 6.1 ± 1.9

Physics-informed ANN 9.7 ± 6.2 1.2 ± 1.0 1.2 ± 1.0 1.1 ± 0.9 7.4 ± 1.8
FCNN 1.6 ± 0.5 1.5 ± 0.8 1.2 ± 1.0 0.7 ± 0.5 4.9 ± 0.9
DFCNN 1.7 ± 0.5 1.5 ± 0.8 1.2 ± 1.1 0.8 ± 0.7 5.4 ± 1.1
RN-v1 1.0 ± 0.8 1.8 ± 1.0 1.2 ± 1.1 0.6 ± 0.4 4.8 ± 1.0
RN-v2 1.0 ± 0.6 1.7 ± 0.9 1.2 ± 1.1 0.5 ± 0.5 4.6 ± 1.1
DRN-v2 0.8 ± 0.7 1.6 ± 0.9 1.2 ± 1.1 0.6 ± 0.4 4.8 ± 1.1