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We tackle the problem of object completion from point clouds and propose a novel point cloud completion network employing an Asymmetrical Siamese Feature Matching strategy, termed as ASFM-Net.
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Data-driven structural priors for shape completion
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Shape completion from a single rgbd image
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Cited alongside, same era.
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High fidelity semantic shape completion for point clouds using latent optimization. In 2019 IEEE Winter Conference on Applications of Computer Vision (WACV) . IEEE, 1099–1108
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Rl-gan-net: A reinforcement learning agent controlled gan network for real-time point cloud shape completion. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition . 5898–5907
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RealPoint3D: Generating 3D point clouds from a single image of complex scenarios
Yan Xia, Cheng Wang, Yusheng Xu, Yu Zang, Weiquan Liu, Jonathan Li, and Uwe Stilla. 2019 · 2019
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PF-Net: Point Fractal Network for 3D Point Cloud Completion. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition . 7662–7670
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LCD: learned cross-domain descriptors for 2D-3D matching. In Proceedings of the AAAI Conference on Artificial Intelligence , Vol. 34. 11856–11864
Quang-Hieu Pham, Mikaela Angelina Uy, Binh-Son Hua, Duc Thanh Nguyen, Gemma Roig, and Sai-Kit Yeung. 2020 · 2020
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A Self-supervised Cascaded Refinement Network for Point Cloud Completion
Xiaogang Wang, Marcelo H Ang Jr, and Gim Hee Lee. 2020b · 2020
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SoftPoolNet: Shape Descriptor for Point Cloud Completion and Classification
Yida Wang, David Joseph Tan, Nassir Navab, and Federico Tombari. 2020c · 2020
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Grnet: Gridding residual network for dense point cloud completion. In European Conference on Computer Vision . Springer, 365–381
Haozhe Xie, Hongxun Yao, Shangchen Zhou, Jiageng Mao, Shengping Zhang, and Wenxiu Sun. 2020 · 2020
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Detail Preserved Point Cloud Completion via Separated Feature Aggregation
Wenxiao Zhang, Qingan Yan, and Chunxia Xiao. 2020 · 2020
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Variational Relational Point Completion Network. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition . 8524–8533
Liang Pan, Xinyi Chen, Zhongang Cai, Junzhe Zhang, Haiyu Zhao, Shuai Yi, and Ziwei Liu. 2021 · 2021
Closest in time.
VPC-Net: Completion of 3D vehicles from MLS point clouds
Yan Xia, Yusheng Xu, Cheng Wang, and Uwe Stilla. 2021b · 2021
Closest in time.
Point set voting for partial point cloud analysis
Junming Zhang, Weijia Chen, Yuping Wang, Ram Vasudevan, and Matthew Johnson-Roberson. 2021 · 2021
Closest in time.