2017

• [CVPR-17-3D-EPN] Shape Completion using 3D-Encoder-Predictor CNNs and Shape Synthesis [Torch7]

2018

• [CVPR-18-AtlasNet] A Papier-Mâché Approach to Learning 3D Surface Generation [PyTorch]

• [CVPR-18-FoldingNet] FoldingNet: Point Cloud Auto-encoder via Deep Grid Deformation [code]

• [ICML-18-LGAN-AE] Learning representations and generative models for 3D point clouds [code]

• [3DV-18-PCN] PCN: Point Completion Network [TensorFlow] 🔥⭐

2019

• [CVPR-19-TopNet] TopNet: Structural Point Cloud Decoder [code] ⭐

2020

• [AAAI-20-MSN] Morphing and Sampling Network for Dense Point Cloud Completion [PyTorch] ⭐

• [CVPR-20-CRN] Cascaded Refinement Network for Point Cloud Completion [TensorFlow] ⭐

• [CVPR-20-PF-Net] PF-Net: Point Fractal Network for 3D Point Cloud Completion [PyTorch]

• [CVPR-20-SA-Net] Point Cloud Completion by Skip-attention Network with Hierarchical Folding [code]

• [ECCV-20-GRNet] GRNet: Gridding Residual Network for Dense Point Cloud Completion [PyTorch] ⭐

• [ECCV-20-SoftPoolNet] SoftPoolNet: Shape Descriptor for Point Cloud Completion and Classification [code]

• [ECCV-20-NSFA] Detail Preserved Point Cloud Completion via Separated Feature Aggregation [TensorFlow]

• [ICLR-20-pcl2pcl] Unpaired Point Cloud Completion on Real Scans using Adversarial Training [TensorFlow]

2021

• [CVPR-21-Cycle4Completion] Cycle4Completion: Unpaired Point Cloud Completion using Cycle Transformation with Missing Region Coding [Tensorflow]

• [CVPR-21-VRCNet] Variational Relational Point Completion Network [PyTorch] ⭐

• [CVPR-21-SpareNet] Style-based Point Generator with Adversarial Rendering for Point Cloud Completion [PyTorch]

• [CVPR-21-PMP-Net] PMP-Net: Point Cloud Completion by Learning Multi-step Point Moving Paths [PyTorch]

• [CVPR-21-DeCo] Denoise and Contrast for Category Agnostic Shape Completion [PyTorch]

• [CVPR-21-ShapeInversion] Unsupervised 3D Shape Completion through GAN Inversion [PyTorch]

• [ICCV-21-SnowflakeNet] SnowflakeNet: Point Cloud Completion by Snowflake Point Deconvolution with Skip-Transformer [PyTorch]

• [ICCV-21-PoinTr] PoinTr: Diverse Point Cloud Completion with Geometry-Aware Transformers [PyTorch]

• [ICCV-21-ME-PCN] ME-PCN: Point Completion Conditioned on Mask Emptiness [code]

待整理

• [CVPR-18-3D-Capsule] 题目 [code]

• [IRAL-ECG] 题目 [code] ⭐

• [CVPR-19-DeepSDF] 题目 [code]

• [ICCV-19-MAPVAE] 题目 [code]

• [ICCV-19-ForkNet] 题目 [code]

• [IRAL-PointSetVoting] 题目 [code]