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PointNet:Deep Learning on Point Sets for 3D Classificatiion and Segmentation
時間 2020-12-30
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點雲分割
深度學習
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本文亮點: 直接把點雲數據作爲神經網絡的輸入,該網絡既可以用於分類也可以用於分割。 1,通過空間變換網絡解決旋轉不變問題。 2,利用maxpooling作爲對稱函數解決點雲無序問題。 一,點雲數據存在的問題 (1)無序性 點雲本質上是一長串點(nx3矩陣,其中n是點數)。在幾何上,點的順序不影響它在空間中對整體形狀的表示。因此,在提取點雲特徵時需要對無序數據做處理,使其對不同排列數據都有
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