## 3 Results
### Tiling Aggregation Experiment  
As described in Section 2.2.3, parcel-level classification is achieved by subdividing each parcel into multiple overlapping patches and aggregating their individual predictions. Although our final objective is parcel-level prediction, we separately evaluate patch-level \begin{table}
\begin{tabular}{l c c c c c c c c c c c} \hline \hline \multicolumn{1}{l}{**(a) Original Image (Scale: 1\(\times\))**} & \multicolumn{5}{c}{**Rice Paddy**} & \multicolumn{5}{c}{**Field**} \\ \cline{2-13} \multicolumn{1}{l}{**Method**} & **Plowed** & **Transplanted** & **Growing** & **Harvested** & **Plowed** & **Mulched** & **Growing** & **Tree Nursery** * & **Orchard** & **Greenhouse** & **Ginseng** * \\ \hline NCB + FFE (baseline) & 0.6353 & 0.7430 & 0.8479 & 0.8497 & 0.5936 & 0.3420 & 0.4548 & 0.0980 & 0.4749 & 0.9604 & 0.7859 \\ NCB + RPE & 0.5692 & 0.8204 & 0.8791 & 0.8249 & 0.6221 & 0.5404 & 0.5876 & 0.2559 & 0.5139 & 0.9746 & 0.8647 \\ CBS + FFE & 0.6671 & 0.7739 & 0.8598 & 0.8669 & 0.6335 & 0.5042 & 0.5825 & 0.3730 & 0.4554 & 0.9633 & 0.7982 \\ CBS + RPE (Ours) & 0.6040 & 0.8087 & 0.9126 & 0.8478 & 0.6552 & 0.5112 & 0.5882 & 0.4219 & 0.5252 & 0.9626 & 0.9100 \\ \hline \hline \multicolumn{13}{l}{**(b) Enlarged Image (Scale: 2\(\times\))**} & \multicolumn{5}{c}{**Rice Paddy**} \\ \cline{2-13} \multicolumn{1}{l}{**Method**} & **Plowed** & **Transplanted** & **Growing** & **Harvested** & **Plowed** & **Mulched** & **Growing** & **Tree Nursery** * & **Orchard** & **Greenhouse** & **Ginseng** * \\ \hline NCB + FFE (baseline) & 0.4628 & 0.6129 & 0.8150 & 0.6983 & 0.2092 & 0.4938 & 0.3288 & 0.0795 & 0.3651 & 0.2544 & 0.5135 \\ NCB + RPE & 0.4020 & 0.7591 & 0.8059 & 0.6154 & 0.4988 & 0.4157 & 0.4279 & 0.0000 & 0.5543 & 0.9415 & 0.8186 \\ CBS + FFE & 0.5499 & 0.7903 & 0.8910 & 0.7696 & 0.6691 & 0.5786 & 0.6146 & 0.1144 & 0.5433 & 0.9703 & 0.9467 \\ CBS + RPE(Ours) & 0.5446 & 0.7894 & 0.8487 & 0.8591 & 0.6387 & 0.5605 & 0.5985 & 0.4839 & 0.6293 & 0.9804 & 0.9509 \\ \hline \hline \end{tabular}
* Minority classes.  
\end{table} 
Table 3: F1 scores on the validation set for all farmland classes under each ablation setting. \begin{table}
\begin{tabular}{l c c c c c c c c c c} \hline \hline \multicolumn{1}{l}{**(a) Original Image (Scale: 1\(\times\))**} & \multicolumn{5}{c}{**Rice Paddy**} & \multicolumn{5}{c}{**Field**} \\ \cline{2-13} \multicolumn{1}{l}{**Method**} & **Plowed** & **Transplanted** & **Growing** & **Harvested** & **Plowed** & **Mulched** & **Growing** & **Tree Nursery** * & **Orchard** & **Greenhouse** & **Ginseng** * \\ \hline NCB + FFE (baseline) & 0.9664 & 0.9801 & 0.9964 & 0.9912 & 0.9350 & 0.9095 & 0.9793 & 0.4694 & 0.9667 & 0.9461 & 0.9043 \\ NCB + RPE & 0.9717 & 0.9817 & 0.9984 & 0.9902 & 0.9639 & 0.9599 & 0.9850 & 0.7813 & 0.9892 & 1.0000 & 0.9739 \\ CBS + FFE & 0.9783 & 0.9886 & 0.9974 & 0.9953 & 0.9542 & 0.9483 & 0.9822 & 0.7879 & 0.9868 & 0.9994 & 0.9643 \\ CBS + RPE (Ours) & 0.9897 & 0.9926 & 0.9979 & 0.9975 & 0.9868 & 0.9832 & 0.9901 & 0.9103 & 0.9924 & 0.9932 & 0.9624 \\ \hline \hline \multicolumn{13}{l}{**(b) Enlarged Image (Scale: 2\(\times\))**} & \multicolumn{5}{c}{**Rice Paddy**} \\ \cline{2-13} \multicolumn{1}{l}{**Method**} & **Plowed** & **Transplanted** & **Growing** & **Harvested** & **Plowed** & **Mulched** & **Growing** & **Tree Nursery** * & **Orchard** & **Greenhouse** & **Ginseng** * \\ \hline NCB + FFE (baseline) & 0.9664 & 0.9801 & 0.9964 & 0.9912 & 0.9350 & 0.9095 & 0.4694 & 0.9667 & 0.9461 & 0.9043 \\ NCB + RPE & 0.9717 & 0.9817 & 0.9984 & 0.9902 & 0.9639 & 0.9599 & 0.9850 & 0.7813 & 0.9892 & 1.0000 & 0.9739 \\ CBS + FFE & 0.9783 & 0.9886 & 0.9974 & 0.9953 & 0.9542 & 0.9483 & 0.9822 & 0.7879 & 0.9868 & 0.9994 & 0.9643 \\ CBS + RPE (Ours) & 0.9897 & 0.9926 & 0.9979 & 0.9975 & 0.9868 & 0.9832 & 0.9901 & 0.9103 & 0.9924 & 0.9932 & 0.9624 \\ \hline \hline \end{tabular}
* Minority classes.  
\end{table} 
Table 3: F1 scores on the validation set for all farmland classes under each ablation setting.