| A comprehensive overview of deep learning techniques for 3D point cloud classification and semantic segmentation | May 20, 2024 | 3D Point Cloud Classification3D Shape Classification | —Unverified | 0 |
| FRACTAL: An Ultra-Large-Scale Aerial Lidar Dataset for 3D Semantic Segmentation of Diverse Landscapes | May 7, 2024 | 3D Point Cloud Classification3D Semantic Segmentation | CodeCode Available | 3 |
| 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 |
| Mamba3D: Enhancing Local Features for 3D Point Cloud Analysis via State Space Model | Apr 23, 2024 | 3D Point Cloud ClassificationMamba | CodeCode Available | 2 |
| CloudFort: Enhancing Robustness of 3D Point Cloud Classification Against Backdoor Attacks via Spatial Partitioning and Ensemble Prediction | Apr 22, 2024 | 3D Point Cloud ClassificationAutonomous Vehicles | —Unverified | 0 |
| Hide in Thicket: Generating Imperceptible and Rational Adversarial Perturbations on 3D Point Clouds | Mar 8, 2024 | 3D Point Cloud ClassificationAdversarial Attack | CodeCode Available | 1 |
| ShapeLLM: Universal 3D Object Understanding for Embodied Interaction | Feb 27, 2024 | 3D geometry3D Object Captioning | CodeCode Available | 3 |
| A Benchmark Grocery Dataset of Realworld Point Clouds From Single View | Feb 12, 2024 | 3D Point Cloud ClassificationContinual Learning | —Unverified | 0 |
| ModelNet-O: A Large-Scale Synthetic Dataset for Occlusion-Aware Point Cloud Classification | Jan 16, 2024 | 3D Point Cloud ClassificationPoint Cloud Classification | CodeCode Available | 1 |
| OmniVec2 - A Novel Transformer based Network for Large Scale Multimodal and Multitask Learning | Jan 1, 2024 | 3D Point Cloud ClassificationAction Classification | —Unverified | 0 |
| 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 |
| PointMoment:Mixed-Moment-based Self-Supervised Representation Learning for 3D Point Clouds | Dec 6, 2023 | 3D Point Cloud ClassificationContrastive Learning | —Unverified | 0 |
| Test-Time Augmentation for 3D Point Cloud Classification and Segmentation | Nov 22, 2023 | 3D Point Cloud ClassificationData Augmentation | —Unverified | 0 |
| OmniVec: Learning robust representations with cross modal sharing | Nov 7, 2023 | 3D Point Cloud ClassificationAction Classification | —Unverified | 0 |
| Deep Learning-based 3D Point Cloud Classification: A Systematic Survey and Outlook | Nov 5, 2023 | 3D Point Cloud ClassificationAutonomous Driving | —Unverified | 0 |
| DualMLP: a two-stream fusion model for 3D point cloud classification | Oct 10, 2023 | 3D Point Cloud ClassificationPoint Cloud Classification | CodeCode Available | 0 |
| Regress Before Construct: Regress Autoencoder for Point Cloud Self-supervised Learning | Sep 25, 2023 | 3D Point Cloud ClassificationDecoder | CodeCode Available | 1 |
| Decoupled Local Aggregation for Point Cloud Learning | Aug 31, 2023 | 3D Point Cloud ClassificationSemantic Segmentation | CodeCode Available | 1 |
| Beyond First Impressions: Integrating Joint Multi-modal Cues for Comprehensive 3D Representation | Aug 6, 2023 | 3D Classification3D Part Segmentation | CodeCode Available | 1 |
| Take-A-Photo: 3D-to-2D Generative Pre-training of Point Cloud Models | Jul 27, 2023 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| Risk-optimized Outlier Removal for Robust 3D Point Cloud Classification | Jul 20, 2023 | 3D Point Cloud ClassificationAutonomous Vehicles | CodeCode Available | 1 |
| Adversarial Attacks and Defenses on 3D Point Cloud Classification: A Survey | Jul 1, 2023 | 3D Point Cloud ClassificationAdversarial Attack | —Unverified | 0 |
| ExpPoint-MAE: Better interpretability and performance for self-supervised point cloud transformers | Jun 19, 2023 | 3D Point Cloud ClassificationExplainable artificial intelligence | CodeCode Available | 1 |
| CrossMoCo: Multi-modal Momentum Contrastive Learning for Point Cloud | Jun 8, 2023 | 3D Object Classification3D Point Cloud Classification | CodeCode Available | 0 |
| Point-LGMask: Local and Global Contexts Embedding for Point Cloud Pre-training with Multi-Ratio Masking | Jun 8, 2023 | 3D Object Detection3D Point Cloud Classification | CodeCode Available | 0 |