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“…Zong et al [4] proposed an adaptive sampling and hierarchical folding network (ASHF-Net), in which the denoising auto-encoder with an adaptive sampling module to learn local region features, while the hierarchical folding decoder with the gated skip-attention and multi-resolution completion objectives make use of local structural details. Li et al [77] combined a Point-based encoder with an FC-based decoder and a Folding-based decoder to produce the complete output, and this model with multistage loss function can be directly applied on the completion of point clouds.…”
Section: Folding-based Methodsmentioning
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“…Zong et al [4] proposed an adaptive sampling and hierarchical folding network (ASHF-Net), in which the denoising auto-encoder with an adaptive sampling module to learn local region features, while the hierarchical folding decoder with the gated skip-attention and multi-resolution completion objectives make use of local structural details. Li et al [77] combined a Point-based encoder with an FC-based decoder and a Folding-based decoder to produce the complete output, and this model with multistage loss function can be directly applied on the completion of point clouds.…”
Section: Folding-based Methodsmentioning
“…Visionair repository 合成 高质量, 多分辨率 PU-GAN [18] , PU-Net [20] NLPA [19] ShapeNet [61] 合成 规整, 带标注, 网格质量较低 Zhang 等 [22] , PU-Net [20] Zhang 等 [31] , Huang 等 [30] , PCN [10] , Chen 等 [28] ,…”
Section: 典型网络模块unclassified
“…表 4 去噪重建模型定量比较(C2C×10 例如, 在点云补全修复中, 不完整点云常常伴随着 稀疏或低分辨率问题 [10] , 所以修补点云形状的同 时也要完成密集重建. 对于这种多任务处理, 点云 补全修复模型在第 1 阶段首先对输入 N3 的点云进 行特征提取, 主要有使用 MLP 和最大池化策略 [30][31] ,…”
Section: 常用度量评估方法unclassified
“…In [161], RGB is used in conjunction to augment point data with RGB features, whereas [105,106] reproject point features in the top-view space. Despite the few SSC methods using points input, it is commonly used for object completion [58,136,147,153]. Local-DIFs [105] point-based BCE CE SCY a These original works were significantly extended in [49], [4], or [108].…”
Section: Input Encodingmentioning