## 5 Experiments and Results
\begin{table}
\begin{tabular}{l l l l l l l l l l} \hline \hline  & & & \multicolumn{8}{c}{**Heart Structure**} \\ \hline
**Metrics** & **Architecture** & **LV** & **Myo** & **RV** & **LA** & **RA** & **AO** & **PA** \\ \hline \multirow{6}{*}{DSC} & 3D Pre-ResNet & 0.9165 & 0.8662 & 0.8709 & 0.9181 & 0.8609 & 0.9251 & 0.8093 \\  & \(\pm\) 0.0512 & \(\pm\) 0.0524 & \(\pm\) 0.0642 & \(\pm\) 0.0417 & \(\pm\) 0.08 & \(\pm\) 0.4404 & \(\pm\) 0.1331 \\  & 3D Pre-ResNet +VAE & 0.9245 & 0.8762 & 0.9124 & 0.9281 & 0.8709 & 0.935 & 0.8311 \\  & \(\pm\) 0.0176 & \(\pm\) 0.0212 & \(\pm\) 0.009 & \(\pm\) 0.0392 & \(\pm\) 0.0532 & \(\pm\) 0.0149 & \(\pm\) 0.0199 \\  & 3D FM-Pre-ResNet & 0.9165 & 0.851 & 0.9179 & 0.899 & 0.8683 & 0.9326 & 0.9272 \\  & \(\pm\)0.0125 & \(\pm\) 0.015 & \(\pm\) 0.0063 & \(\pm\) 0.0277 & \(\pm\) 0.0376 & \(\pm\) 0.0105 & \(\pm\) 0.0141 \\  & **3D FM-Pre-ResNet + VAE** & **0.9177** & **0.8791** & **0.8882** & **0.931 1** & **0.8617** & **0.9449** & **0.8271** \\  & & \(\pm\) **0.049** & \(\pm\) **0.0504** & \(\pm\) **0.0546** & \(\pm\) **0.0396** & \(\pm\) **0.0802** & \(\pm\) **0.0404** & \(\pm\) **0.1331** \\ \hline \multirow{6}{*}{JI} & 3D Pre-ResNet & 0.8501 & 0.7675 & 0.7764 & 0.8511 & 0.7635 & 0.863 & 0.6973 \\  & \(\pm\) 0.0814 & \(\pm\) 0.0786 & \(\pm\) 0.0914 & \(\pm\) 0.0668 & \(\pm\) 0.1121 & \(\pm\) 0.0666 & \(\pm\) 0.163 \\  & 3D Pre-ResNet +VAE & 0.8601 & 0.7775 & 0.7863 & 0.8611 & 0.7734 & 0.873 & 0.7073 \\  & \(\pm\) 0.0762 & \(\pm\) 0.0329 & \(\pm\) 0.0155 & \(\pm\) 0.068 & \(\pm\) 0.089 & \(\pm\) 0.0266 & \(\pm\) 0.0338 \\  & 3D FM-Pre-ResNet & 0.8699 & 0.7873 & 0.7961 & 0.8709 & 0.7832 & 0.8828 & 0.7171 \\  & \(\pm\)0.0398 & \(\pm\) 0.0488 & \(\pm\) 0.0338 & \(\pm\) 0.0323 & \(\pm\) 0.0592 & \(\pm\) 0.0601 & \(\pm\) 0.0756 \\  & **3D FM-Pre-ResNet + VAE** & **0.8709** & **0.7883** & **0.7971** & **0.8719** & **0.7842** & **0.8838** & **0.7181** \\  & & \(\pm\) **0.0573** & \(\pm\) **0.0725** & \(\pm\) **0.0834** & \(\pm\) **0.0736** & \(\pm\) **0.1131** & \(\pm\) **0.0568** & \(\pm\) **0.1449** \\ \hline \multirow{6}{*}{SD} & 3D Pre-ResNet & 0.1078 & 1.3061 & 1.4767 & 1.2568 & 1.7143 & 0.8131 & 1.8828 \\  & \(\pm\) 0.5188 & \(\pm\) 0.6522 & \(\pm\) 0.764 & \(\pm\) 0.7873 & \(\pm\) 0.8301 & \(\pm\) 0.4853 & \(\pm\) 2.5626 \\  & 3D Pre-ResNet +VAE & 1.0778 & 1.2544 & 1.3574 & 1.2047 & 1.6980 & 0.6251 & 1.6320 \\  & & \(\pm\) 0.4210 & \(\pm\) 0.6003 & \(\pm\) 0.5321 & \(\pm\) 0.5504 & \(\pm\) 0.4321 & \(\pm\) 0.7001 & \(\pm\) 1.0848 \\  & 3D FM-Pre-ResNet & 0.9321 & 1.1178 & 1.2047 & 1.0157 & 1.5534 & 0.5220 & 1.5884 \\  & & \(\pm\)0.7701 & \(\pm\) 0.5987 & \(\pm\) 0.4895 & \(\pm\) 0.7754 & \(\pm\) 0.3305 & \(\pm\) 0.0653 & \(\pm\) 1.0012 \\  & **3D FM-Pre-ResNet + VAE** & **0.7455** & **1.0057** & **0.9907** & **1.1775** & **1.3544** & **0.4444** & **1.735** \\  & & \(\pm\) **0.8905** & \(\pm\) **0.3210** & \(\pm\) **0.2078** & \(\pm\) **0.6055** & \(\pm\) **0.5587** & \(\pm\) **0.3217** & \(\pm\) **1.0997** \\ \hline \multirow{6}{*}{HD} & 3D Pre-ResNet & 9.5403 & 13.573 & 14.3229 & 10.3919 & 13.0453 & 8.0746 & 10.3851 \\  & & \(\pm\) 4.8047 & \(\pm\) 4.5287 & \(\pm\) 13.1375 & \(\pm\) 6.7654 & \(\pm\) 6.9765 & \(\pm\) 4.2339 & \(\pm\) 13.1497 \\ \cline{1-1}  & 3D Pre-ResNet +VAE & 7.5402 & 12.4457 & 13.5571 & 9.0781 & 14.210 & 9.7758 & 12.8835 \\ \cline{1-1}  & & \(\pm\) 4.0019 & \(\pm\) 3.9210 & \(\pm\) 11.2474 & \(\pm\) 5.4880 & \(\pm\) 5.7871 & \(\pm\) 5.4421 & \(\pm\) 15.5432 \\ \cline{1-1}  & 3D FM-Pre-ResNet & 7.0037 & 10.7785 & 10.0787 & 9.4743 & 11.0375 & 8.1170 & 10.5532 \\ \cline{1-1}  & & \(\pm\)3.5707 & \(\pm\) 3.7500 & \(\pm\) 9.457 & \(\pm\) 4.7171 & \(\pm\) 3.8810 & \(\pm\) 3.5778 & \(\pm\) 3.4210 \\ \cline{1-1}  & **3D FM-Pre-ResNet + VAE** & **5.5011** & **8.3257** & **7.3854** & **8.7555** & **9.5777** & **6.5781** & **9.5587** \\ \cline{1-1}  & & \(\pm\) **2.3088** & \(\pm\) **2.9901** & \(\pm\) **7.7809** & \(\pm\) **3.2089** & \(\pm\) **3.5432** & \(\pm\) **6.5001** & \(\pm\) **8.5578** \\ \hline \hline \end{tabular}
\end{table}