Table 10 Comparative analysis of various deep learning models on 3D reconstruction under adversarial conditions using FGSM.

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

Model

HD

ED

GAN-LSTM-3D10

2.585 ± 0.126

2.965 ± 0.056

YOLOv487

2.756 ± 0.220

2.856 ± 0.174

GAN-ResNet-3D83

2.826 ± 0.236

3.441 ± 0.120

GAN-GK-LSTM84

3.412 ± 0.142

3.268 ± 0.110

ViT88

2.048 ± 0.102

2.542 ± 0.142

GAN-LSTM-RL2

1.932 ± 0.154

2.206 ± 0.126

GAN-SP-LSTM89

1.862 ± 0.025

1.936 ± 0.068

Proposed

0.933 ± 0.068

1.641 ± 0.053

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