| Attention Is All You Need | Jun 12, 2017 | Abstractive Text SummarizationAll | CodeCode Available | 3 |
| PointCNN: Convolution On X-Transformed Points | Jan 23, 2018 | 3D Instance Segmentation3D Part Segmentation | CodeCode Available | 3 |
| ShapeLLM: Universal 3D Object Understanding for Embodied Interaction | Feb 27, 2024 | 3D geometry3D Object Captioning | CodeCode Available | 3 |
| PCP-MAE: Learning to Predict Centers for Point Masked Autoencoders | Aug 16, 2024 | 3D Object Classification3D Point Cloud Classification | CodeCode Available | 2 |
| CrossPoint: Self-Supervised Cross-Modal Contrastive Learning for 3D Point Cloud Understanding | Mar 1, 2022 | 3D Object Classification3D Point Cloud Linear Classification | CodeCode Available | 2 |
| Learning 3D Representations from 2D Pre-trained Models via Image-to-Point Masked Autoencoders | Dec 13, 2022 | 3D Point Cloud Classification3D Point Cloud Linear Classification | CodeCode Available | 2 |
| PointGPT: Auto-regressively Generative Pre-training from Point Clouds | May 19, 2023 | 3D Point Cloud ClassificationDecoder | CodeCode Available | 2 |
| Masked Autoencoders for Point Cloud Self-supervised Learning | Mar 13, 2022 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 2 |
| Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-training | May 28, 2022 | 3D Object Detection3D Point Cloud Classification | CodeCode Available | 2 |
| Point-BERT: Pre-training 3D Point Cloud Transformers with Masked Point Modeling | Nov 29, 2021 | 3D Point Cloud Classification3D Point Cloud Linear Classification | CodeCode Available | 1 |
| Towards Compact 3D Representations via Point Feature Enhancement Masked Autoencoders | Dec 17, 2023 | 3D Point Cloud ClassificationFew-Shot 3D Point Cloud Classification | CodeCode Available | 1 |
| A Closer Look at Few-Shot 3D Point Cloud Classification | Mar 31, 2023 | 3D Point Cloud ClassificationFew-Shot 3D Point Cloud Classification | CodeCode Available | 1 |
| Autoencoders as Cross-Modal Teachers: Can Pretrained 2D Image Transformers Help 3D Representation Learning? | Dec 16, 2022 | 3D Point Cloud ClassificationFew-Shot 3D Point Cloud Classification | CodeCode Available | 1 |
| Contrast with Reconstruct: Contrastive 3D Representation Learning Guided by Generative Pretraining | Feb 5, 2023 | 3D Point Cloud Classification3D Point Cloud Linear Classification | CodeCode Available | 1 |
| Dynamic Graph CNN for Learning on Point Clouds | Jan 24, 2018 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| GPr-Net: Geometric Prototypical Network for Point Cloud Few-Shot Learning | Apr 12, 2023 | Computational EfficiencyFew-Shot 3D Point Cloud Classification | CodeCode Available | 1 |
| Instance-aware Dynamic Prompt Tuning for Pre-trained Point Cloud Models | Apr 14, 2023 | 3D Parameter-Efficient Fine-Tuning for Classification3D Point Cloud Classification | CodeCode Available | 1 |
| Masked Discrimination for Self-Supervised Learning on Point Clouds | Mar 21, 2022 | 3D Shape ClassificationBinary Classification | CodeCode Available | 1 |
| Point2Vec for Self-Supervised Representation Learning on Point Clouds | Mar 29, 2023 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud | Apr 25, 2024 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space | Jun 7, 2017 | 3D Part Segmentation | CodeCode Available | 1 |
| PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation | Dec 2, 2016 | 3D Face Reconstruction3D Semantic Segmentation | CodeCode Available | 1 |
| Unsupervised Point Cloud Pre-Training via Occlusion Completion | Oct 2, 2020 | 3D Point Cloud Linear ClassificationDecoder | CodeCode Available | 1 |
| Regress Before Construct: Regress Autoencoder for Point Cloud Self-supervised Learning | Sep 25, 2023 | 3D Point Cloud ClassificationDecoder | CodeCode Available | 1 |
| Self-Supervised Few-Shot Learning on Point Clouds | Sep 29, 2020 | Few-Shot 3D Point Cloud ClassificationFew-Shot Learning | CodeCode Available | 1 |
