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. Author manuscript; available in PMC: 2025 Jan 2.
Published in final edited form as: IEEE Trans Med Imaging. 2024 Jan 2;43(1):275–285. doi: 10.1109/TMI.2023.3299588

TABLE II.

Target Registration Error (TRE) and Success Rate of Pelvis

Simulation Study Standard AP View Real X-ray

TRE (mm)
SR (%) TRE (mm)
SR (%)
Mean Median Mean Median

Initialization 267.4 ± 104.0 256.7 261.6 ± 90.7 255.3
+ CMAES 124.4 ± 124.8 101.7 28.5 113.1 ± 107.6 106.3 36.0

ProST Baseline 126.9 ± 124.6 84.3 107.4 ± 64.3 96.1
+ CMAES 58.2 ± 95.5 4.4 65.6 45.0 ± 88.1 2.2 73.2

ProST Tool Overlay 127.7 ± 113.9 91.5 107.5 ± 64.6 96.5
+ CMAES 79.8 ± 115.1 5.0 58.1 82.0 ± 99.3 24.1 48.4

ProST Full CT 244.7 ± 125.7 240.9 145.1 ± 89.9 120.9
CMAES 99.5 ± 110.9 62.0 45.4 76.6 ± 112.1 2.0 59.4

ProST No DR 122.4 ± 106.0 83.9 108.3 ± 66.5 96.5
+ CMAES 63.3 ± 101.1 4.3 65.4 51.9 ± 94.8 2.1 71.4

ProST No 3D Net 176.1 ± 134.2 131.7 172.4 ± 109.0 128.1
+ CMAES 94.9 ± 119.2 29.1 48.3 92.8 ± 116.3 23.1 49.2

ProST MSE Loss 268.3 ± 116.3 268.1 265.4 ± 112.4 260.5
+ CMAES 134.8 ± 131.8 109.7 27.9 126.3 ± 108.8 120.3 28.8

MICCAI 214.5 ± 118.1 193.2 246.1 ± 104.5 236.6
+ CMAES 97.2 ± 117.4 55.9 45.0 86.5 ± 110.5 2.9 51.2

DeepIM 150.0 ± 153.1 75.5 250.6 ± 125.6 226.4
+ CMAES 86.0 ± 126.3 4.7 59.6 113.7 ± 117.1 99.7 41.2

DeepIM Tool Overlay 158.1 ± 150.5 90.5 261.8 ± 129.7 236.9
+ CMAES 113.3 ± 139.7 43.2 57.6 145.6 ± 117.2 142.1 23.8

DMW 256.23 ± 92.49 247.88 285.1 ± 134.9 266.0
+ CMAES 128.87 ± 123.17 109.70 27.0 110.9 ± 109.4 94.4 38.4

DMW Tool Overlay 257.4 ± 94.9 248.2 287.9 ± 137.1 267.4
+ CMAES 136.9 ± 115.6 122.0 18.2 136.2 ± 110.1 133.3 24.8

Note: SR refers to Success Rate. The highest success rate is bolded.