\begin{table*}[tb!]
    \centering
\caption{\small Baseline (B), progression (P) and no-progression (NP) metrics for the \textit{in-house} MS dataset. Values are mean (SD). \textbf{Bold} denotes the best model and \underline{underline} denotes the second-best. * and ** indicate statistical differences to \emph{SegMaST} using a paired t-test with significance values $<$0.05 and $<$0.01, respectively. Disease Activity Assessment (DAA) shows the percentage of correctly classified follow-up scans. Training ratio is computed from wall-clock training time (in hours) per fold on a single GPU, normalized to \emph{SegMaST}.}
    \label{tab:ms_metrics}
    \resizebox{1.0\textwidth}{!}{
\begin{tabular}{l c c c c c c c c c c}
    \toprule
    \multirow{2}{*}{\textbf{Model}} & \multirow{2}{*}{\textbf{Dim}}
        & \multicolumn{3}{c}{\textbf{Dice} $\uparrow$}
        & \multicolumn{2}{c}{\textbf{Lesion-F1} $\uparrow$}
        & \multicolumn{2}{c}{\textbf{PPV} $\uparrow$}
        & \textbf{DAA (\%)} $\uparrow$
        & \textbf{Train Ratio} $\downarrow$ \\
    \cmidrule(lr){3-11}
    &  & B & P & NP & B & P & B & P & All &  \\
    \midrule

%%%%%%%%%%%%%%%%%%%%%%%%% 3D MODELS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%

DynUNet (CS)      & 3D    
    & \begin{tabular}[c]{@{}c@{}} 0.620\\ \scriptsize(0.162) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.170**\\ \scriptsize(0.166) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.000**\\ \scriptsize(0.000) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.552\\ \scriptsize(0.158) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.157**\\ \scriptsize(0.192) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.580**\\ \scriptsize(0.179) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.134**\\ \scriptsize(0.127) \end{tabular}
    & 28.9\%
    & 3.53 \\

LongiUNet-DW      & 3D    
    & \begin{tabular}[c]{@{}c@{}} 0.510**\\ \scriptsize(0.175) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.380**\\ \scriptsize(0.256) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.520\\ \scriptsize(0.500) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.526\\ \scriptsize(0.186) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.455\\ \scriptsize(0.368) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.380**\\ \scriptsize(0.172) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.343*\\ \scriptsize(0.277) \end{tabular}
    & \textbf{64.4\%}
    & 3.58 \\

Swin UNETR        & 3D    
    & \begin{tabular}[c]{@{}c@{}} \underline{0.657}**\\ \scriptsize(0.149) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.371**\\ \scriptsize(0.317) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.520\\ \scriptsize(0.500) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} \underline{0.621}*\\ \scriptsize(0.132) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.440*\\ \scriptsize(0.402) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} \textbf{0.800}**\\ \scriptsize(0.122) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.493\\ \scriptsize(0.413) \end{tabular}
    & \underline{57.8\%}
    & 4.67 \\

nnUNet        & 3D    
    & \begin{tabular}[c]{@{}c@{}} \textbf{0.695**}\\ \scriptsize(0.136) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} \underline{0.482}\\ \scriptsize(0.274) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.280**\\ \scriptsize(0.448) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} \textbf{0.717*}\\ \scriptsize(0.110) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} \underline{0.588}\\ \scriptsize(0.367) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} \underline{0.751}**\\ \scriptsize(0.135) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.491\\ \scriptsize(0.311) \end{tabular}
    & \underline{60.0\%}
    & 5.71 \\

%%%%%%%%%%%%%%%%%%%%%%%%% 2.5D MODELS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%

DynUNet & 2.5D
& \begin{tabular}[c]{@{}c@{}} \underline{0.635}**\\ \scriptsize(0.141) \end{tabular}
& \begin{tabular}[c]{@{}c@{}} 0.466\\ \scriptsize(0.331) \end{tabular}
& \begin{tabular}[c]{@{}c@{}} \textbf{0.600}\\ \scriptsize(0.490) \end{tabular}
& \begin{tabular}[c]{@{}c@{}} \underline{0.599}*\\ \scriptsize(0.143) \end{tabular}
& \begin{tabular}[c]{@{}c@{}} 0.515*\\ \scriptsize(0.420) \end{tabular}
& \begin{tabular}[c]{@{}c@{}} 0.695**\\ \scriptsize(0.182) \end{tabular}
& \begin{tabular}[c]{@{}c@{}} \textbf{0.501}\\ \scriptsize(0.372) \end{tabular}
& \textbf{64.4\%}
& 1.67 \\

SegFormer         & 2.5D    
    & \begin{tabular}[c]{@{}c@{}} 0.533**\\ \scriptsize(0.180) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.396\\ \scriptsize(0.290) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.360**\\ \scriptsize(0.480) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.451**\\ \scriptsize(0.151) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.528\\ \scriptsize(0.355) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.534**\\ \scriptsize(0.217) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.389\\ \scriptsize(0.314) \end{tabular}
    & 55.6\%
    & \underline{1.33} \\

SegMaST (ours)    & 2.5D    
    & \begin{tabular}[c]{@{}c@{}} 0.617\\ \scriptsize(0.148) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} \textbf{0.513}\\ \scriptsize(0.270) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} \underline{0.560}\\ \scriptsize(0.496) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.567\\ \scriptsize(0.148) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} \textbf{0.688}\\ \scriptsize(0.320) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} 0.648\\ \scriptsize(0.193) \end{tabular}
    & \begin{tabular}[c]{@{}c@{}} \underline{0.494}\\ \scriptsize(0.286) \end{tabular}
    & \textbf{64.4\%}
    & \textbf{1.00} \\

    \bottomrule
\end{tabular}
}
\end{table*}
