\begin{table}[t] \centering \caption{Leave-one-out component ablation of TC-SegFormer, block split, fold 1, seed 42. Each row removes a single component from the full model; all other settings are held fixed. A larger drop relative to the first row indicates a larger contribution.} \label{tab:ablation} \begin{tabular}{lcccccc} \hline Configuration & mIoU & core mIoU & IoU$_\mathrm{Road}$ & IoU$_\mathrm{River}$ & clDice$_\mathrm{Road}$ & clDice$_\mathrm{River}$ \\ \hline TC-SegFormer (full) & 0.5582 & 0.6199 & 0.4382 & 0.4806 & 0.3955 & 0.3353 \\ \hline $-$ detail path & 0.5449 & 0.6094 & 0.4087 & 0.4414 & 0.3819 & 0.2657 \\ $-$ CSA reweighting & 0.5564 & 0.6139 & 0.4395 & 0.4729 & 0.3954 & 0.3065 \\ $-$ soft-clDice & 0.5522 & 0.6127 & 0.4223 & 0.4644 & 0.3745 & 0.2689 \\ $-$ balanced sampler & 0.5509 & 0.6126 & 0.4307 & 0.4776 & 0.3896 & 0.3211 \\ \hline \end{tabular} \end{table}