| Beyond First Impressions: Integrating Joint Multi-modal Cues for Comprehensive 3D Representation | Aug 6, 2023 | 3D Classification3D Part Segmentation | CodeCode Available | 1 |
| Point Cloud Classification Using Content-based Transformer via Clustering in Feature Space | Mar 8, 2023 | 3D Point Cloud ClassificationClassification | CodeCode Available | 1 |
| Advanced Feature Learning on Point Clouds using Multi-resolution Features and Learnable Pooling | May 20, 2022 | 3D 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 |
| Robust Structured Declarative Classifiers for 3D Point Clouds: Defending Adversarial Attacks with Implicit Gradients | Mar 29, 2022 | 3D Point Cloud ClassificationBilevel Optimization | CodeCode Available | 1 |
| SageMix: Saliency-Guided Mixup for Point Clouds | Oct 13, 2022 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| Self-positioning Point-based Transformer for Point Cloud Understanding | Mar 29, 2023 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point Clouds | Nov 16, 2021 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| PCT: Point cloud transformer | Dec 17, 2020 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| Parameter-Efficient Person Re-identification in the 3D Space | Jun 8, 2020 | 3D geometry3D Point Cloud Classification | CodeCode Available | 1 |
| Point Transformer | Nov 2, 2020 | 3D Object Classification3D Part Segmentation | CodeCode Available | 1 |
| PointCutMix: Regularization Strategy for Point Cloud Classification | Jan 5, 2021 | 3D Point Cloud ClassificationClassification | CodeCode Available | 1 |
| Regularization Strategy for Point Cloud via Rigidly Mixed Sample | Feb 3, 2021 | 3D Object Classification3D Point Cloud Classification | CodeCode Available | 1 |
| PAConv: Position Adaptive Convolution with Dynamic Kernel Assembling on Point Clouds | Mar 26, 2021 | 3D Point Cloud ClassificationPoint Cloud Classification | CodeCode Available | 1 |
| Decoupled Local Aggregation for Point Cloud Learning | Aug 31, 2023 | 3D Point Cloud ClassificationSemantic Segmentation | CodeCode Available | 1 |
| 3D Medical Point Transformer: Introducing Convolution to Attention Networks for Medical Point Cloud Analysis | Dec 9, 2021 | 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 |
| 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 |
| 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 |
| P2P: Tuning Pre-trained Image Models for Point Cloud Analysis with Point-to-Pixel Prompting | Aug 4, 2022 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| PointNet with KAN versus PointNet with MLP for 3D Classification and Segmentation of Point Sets | Oct 14, 2024 | 3D Classification3D Object Classification | CodeCode Available | 1 |
| Implicit Autoencoder for Point-Cloud Self-Supervised Representation Learning | Jan 3, 2022 | 3D geometry3D Point Cloud Classification | CodeCode Available | 1 |
| APSNet: Attention Based Point Cloud Sampling | Oct 11, 2022 | 3D Point Cloud ClassificationKnowledge Distillation | 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 |
| Image2Point: 3D Point-Cloud Understanding with 2D Image Pretrained Models | Jun 8, 2021 | 3D Point Cloud ClassificationPoint Cloud Classification | CodeCode Available | 1 |
| KPConv: Flexible and Deformable Convolution for Point Clouds | Apr 18, 2019 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| Hide in Thicket: Generating Imperceptible and Rational Adversarial Perturbations on 3D Point Clouds | Mar 8, 2024 | 3D Point Cloud ClassificationAdversarial Attack | CodeCode Available | 1 |
| APP-Net: Auxiliary-point-based Push and Pull Operations for Efficient Point Cloud Classification | May 2, 2022 | 3D Classification3D Point Cloud Classification | CodeCode Available | 1 |
| PointMixer: MLP-Mixer for Point Cloud Understanding | Nov 22, 2021 | 3D Object Classification3D Point Cloud Classification | CodeCode Available | 1 |
| Learning Geometry-Disentangled Representation for Complementary Understanding of 3D Object Point Cloud | Dec 20, 2020 | 3D Object Classification3D Part Segmentation | CodeCode Available | 1 |
| Learning Inner-Group Relations on Point Clouds | Aug 27, 2021 | 3D Classification3D Point Cloud Classification | CodeCode Available | 1 |
| Learning to Sample | Dec 4, 2018 | 3D Point Cloud Classification3D Point Cloud Reconstruction | 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 |
| Dense-Resolution Network for Point Cloud Classification and Segmentation | May 14, 2020 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| Attention-based Point Cloud Edge Sampling | Feb 28, 2023 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| LPF-Defense: 3D Adversarial Defense based on Frequency Analysis | Feb 23, 2022 | 3D Point Cloud ClassificationAdversarial Defense | CodeCode Available | 1 |
| GPSFormer: A Global Perception and Local Structure Fitting-based Transformer for Point Cloud Understanding | Jul 18, 2024 | 3D Point Cloud ClassificationFew-Shot Learning | 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 |
| ASSANet: An Anisotropic Separable Set Abstraction for Efficient Point Cloud Representation Learning | Oct 20, 2021 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| PointASNL: Robust Point Clouds Processing using Nonlocal Neural Networks with Adaptive Sampling | Mar 1, 2020 | 3D Point Cloud ClassificationSemantic Segmentation | CodeCode Available | 1 |
| 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 |
| DSPoint: Dual-scale Point Cloud Recognition with High-frequency Fusion | Nov 19, 2021 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| PVT: Point-Voxel Transformer for Point Cloud Learning | Aug 13, 2021 | 3D Object Detection3D Part Segmentation | CodeCode Available | 1 |
| PolyNet: Polynomial Neural Network for 3D Shape Recognition with PolyShape Representation | Oct 15, 2021 | 3D Object Classification3D Point Cloud Classification | CodeCode Available | 1 |
| MVTN: Multi-View Transformation Network for 3D Shape Recognition | Nov 26, 2020 | 3D Classification3D Object Retrieval | CodeCode Available | 1 |
| ExpPoint-MAE: Better interpretability and performance for self-supervised point cloud transformers | Jun 19, 2023 | 3D Point Cloud ClassificationExplainable artificial intelligence | CodeCode Available | 1 |
| 3D ShapeNets: A Deep Representation for Volumetric Shapes | Jun 22, 2014 | 3D Point Cloud Classification3D Shape Representation | CodeCode Available | 1 |
| Self-supervised Point Cloud Representation Learning via Separating Mixed Shapes | Sep 1, 2021 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| PointHop++: A Lightweight Learning Model on Point Sets for 3D Classification | Feb 9, 2020 | 3D Classification3D Point Cloud Classification | CodeCode Available | 1 |
| PointMixup: Augmentation for Point Clouds | Aug 14, 2020 | 3D Point Cloud Classification3D Point Cloud Data Augmentation | CodeCode Available | 1 |
