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An aerial point cloud classification using point transformer via multi-feature fusion.

Sci Rep · 2025 · PMC12216240 · PMID 40592916

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an increasing trendno p-value reported
7 , it can be seen that under the multi-feature strategy, the overall metrics mIoU, mAcc, and OA show an increasing trend in the sequence of adding L λ , P λ , S λ , and C λ .

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a decreasing trendno p-value reported
ded to the network is able to achieve a significant improvement in the classification accuracy of the features that were originally extracted with low accuracy; Ground, Vegetation, Building, Water also improved the classification accuracy when adding geometric features, Wall and Traffic Road showed a decreasing trend in classification accuracy when adding four features; Rail and Bike were not detected.

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