Papers of Point Cloud

Datasets

• ModelNet40
• ShapeNet
• S3DIS
• KITTI
• SHREC15
• ScanNet
• Completion3D

Classification, Segmentation or Representation Learning

• [2017 CVPR] PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation Paper Code1 Code2
• [2017 NIPS] PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space Paper Code1 Code2
• [2017 CVPR] Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs Paper Code
• [2017 CVPR] Dynamic Filters in Graph Convolutional Networks Paper
• [2018 NIPS] PointCNN：Convolution On X-Transformed Points Paper Code
• [2018 CVPR] SO-Net：Self-Organizing Network for Point Cloud Analysis Paper Code
• [2019 CVPR] DGCNN: Dynamic Graph CNN for Learning on Point Clouds Paper Code
• [2019 CVPR] PointConv：Deep Convolutional Networks on 3D Point Clouds Paper Code1 Code2
• [2019 CVPR] PointWeb：Enhancing Local Neighborhood Features for Point Cloud Processing Paper Code
• [2019 CVPR] Relation-Shape Convolutional Neural Network for Point Cloud Analysis Paper Code
• [2019 ICCV] KPConv：Flexible and Deformable Convolution for Point Clouds Paper Code
• [2020 CVPR] Global-Local Bidirectional Reasoning for Unsupervised Representation Learning of 3D Point Clouds Paper Code
• [2020 CVPR] PointASNL：Robust Point Clouds Processing using Nonlocal Neural Networks with Adaptive Sampling Paper Code
• [2020 IJCVM] Point Cloud Transformer Paper Code
• [2021 ICCV] Point Transformer Paper Code

Upsampling

• [2018 CVPR] PU-Net：Point Cloud Upsampling Network Paper Code
• [2019 ICCV] PU-GAN: a Point Cloud Upsampling Adversarial Network Paper Code

Generation

• [2018 ICML] Learning Representations and Generative Models for 3D Point Clouds Paper Code
• [2018 CVPR] FoldingNet：Point Cloud Auto-encoder via Deep Grid Deformation Paper Code
• [2019 CVPR] 3D Point Capsule Networks Paper Code
• [ICCV 2019] 3D Point Cloud Generative Adversarial Network Based on Tree Structured Graph Convolutions Paper

Completion

• [2018 3DN] PCN：Point Completion Network Paper Code
• [2019 CVPR] TopNet: Structural Point Cloud Decoder Paper Code
• [2020 CVPR] PF-Net: Point Fractal Network for 3D Point Cloud Completion Paper Code
• [2020 CVPR] Morphing and Sampling Network for Dense Point Cloud Completion Paper Code
• [2020 CVPR] Cascaded Refinement Network for Point Cloud Completion Paper Code
• [2020 CVPR] Point Cloud Completion by Skip-attention Network with Hierarchical Folding Paper Code
• [2020 ECCV] Detail Preserved Point Cloud Completion via Separated Feature Aggregation Paper Code
• [2020 ECCV] GRNet: Gridding Residual Network for Dense Point Cloud Completion Paper Code
• [2020 ICLR] Unpaired Point Cloud Completion on Real Scans Using Adversarial Training Paper Code
• [2021 AAAI] ASHF-Net：Adaptive Sampling and Hierarchical Folding Network for RobustPoint Cloud Completion Paper
• [2021 CVPR] PMP-Net: Point Cloud Completion by Learning Multi-step Point Moving Paths Papre Code
• [2021 CVPR] Variational Relational Point Completion Network Paper Code
• [2021 CVPR] Denoise and Contrast for Category Agnostic Shape Completion Paper Code
• [2021 CVPR] Cycle4Completion: Unpaired Point Cloud Completion using Cycle Transformation with Missing Region Coding Paper Code
• [2021 CVPR] Unsupervised 3D Shape Completion through GAN Inversion Paper Code
• [2021 CVPR] View-Gauided Point Cloud Completion Paper
• [2021 ICCV] PoinTr: Diverse Piont Cloud Completion with Geometry-Aware Transformers Paper Code
• [2021 ICCV] SnowflakeNet: Point Cloud Completion by Snowflake Point Deconvolution with Skip-Transformer Paper Code

3D Object Detection

• [2018 CVPR] Frustum PointNets for 3D Object Detection from RGB-D Data Paper Code
• [2020 CVPR] Point-GNN: Graph Neural Network for 3D Object Detection in a Point Cloud Paper Code
• [2021 AAAI] PC-RGNN: Point Cloud Completion and Graph Neural Network for 3D Object Detection Paper