Table 6 Comparative analysis of various models on 3D reconstruction.

From: Three-dimensional reconstruction of lung tumors from computed tomography scans using adversarial and transductive learning

Model

HD

ED

GAN-LSTM-3D10

1.415 ± 0.120

1.852 ± 0.174

YOLOv487

1.256 ± 0.142

1.485 ± 0.256

GAN-ResNet-3D83

1.912 ± 0.103

2.478 ± 0.103

GAN-GK-LSTM84

1.852 ± 0.262

1.952 ± 0.123

ViT88

1.348 ± 0.018

1.461 ± 0.074

GAN-LSTM-RL2

1.156 ± 0.104

1.274 ± 0.142

GAN-SP-LSTM89

1.465 ± 0.136

1.546 ± 0.098

Proposed w/o TLSTM

1.154 ± 0.245

1.962 ± 0.195

Proposed w/o SP

1.026 ± 0.105

1.256 ± 0.116

Proposed with transformer

1.452 ± 0.213

1.635 ± 0.226

Proposed w/o adversarial loss

1.305 ± 0.045

1.426 ± 0.085

Proposed w/o MAE

0.984 ± 0.135

1.145 ± 0.162

Proposed w/o DC

0.912 ± 0.058

1.025 ± 0.105

Proposed

0.648 ± 0.024

0.985 ± 0.087

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