| PointMixup: Augmentation for Point Clouds | Aug 14, 2020 | 3D Point Cloud Classification3D Point Cloud Data Augmentation | CodeCode Available | 1 | 5 |
| Point Cloud Augmentation with Weighted Local Transformations | Oct 11, 2021 | Data AugmentationPoint Cloud Classification | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Collect-and-Distribute Transformer for 3D Point Cloud Analysis | Jun 2, 2023 | Point Cloud ClassificationPosition | CodeCode Available | 1 | 5 |
| 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 | 5 |
| APSNet: Attention Based Point Cloud Sampling | Oct 11, 2022 | 3D Point Cloud ClassificationKnowledge Distillation | CodeCode Available | 1 | 5 |
| Positional Prompt Tuning for Efficient 3D Representation Learning | Aug 21, 2024 | 3D Parameter-Efficient Fine-Tuning for Classification3D Point Cloud Classification | CodeCode Available | 1 | 5 |
| Parameter-Efficient Person Re-identification in the 3D Space | Jun 8, 2020 | 3D geometry3D Point Cloud Classification | CodeCode Available | 1 | 5 |
| ASSANet: An Anisotropic Separable Set Abstraction for Efficient Point Cloud Representation Learning | Oct 20, 2021 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 | 5 |
| Rethinking the compositionality of point clouds through regularization in the hyperbolic space | Sep 21, 2022 | 3D Point Cloud ClassificationPoint Cloud Classification | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Deep Declarative Networks: A New Hope | Sep 11, 2019 | Point Cloud Classification | CodeCode Available | 1 | 5 |
| Risk-optimized Outlier Removal for Robust 3D Point Cloud Classification | Jul 20, 2023 | 3D Point Cloud ClassificationAutonomous Vehicles | CodeCode Available | 1 | 5 |
| Surrogate Model-Based Explainability Methods for Point Cloud NNs | Jul 28, 2021 | Autonomous DrivingPoint Cloud Classification | CodeCode Available | 1 | 5 |
| Generative PointNet: Deep Energy-Based Learning on Unordered Point Sets for 3D Generation, Reconstruction and Classification | Apr 2, 2020 | 3D GenerationGeneral Classification | CodeCode Available | 1 | 5 |
| Deep Sets | Mar 10, 2017 | Anomaly DetectionOutlier Detection | CodeCode Available | 1 | 5 |
| Geometry-Aware Self-Training for Unsupervised Domain Adaptationon Object Point Clouds | Aug 20, 2021 | Domain AdaptationPoint Cloud Classification | CodeCode Available | 1 | 5 |
| DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point Clouds | Nov 16, 2021 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 | 5 |
| Dense-Resolution Network for Point Cloud Classification and Segmentation | May 14, 2020 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 | 5 |
| Geometry-Aware Self-Training for Unsupervised Domain Adaptation on Object Point Clouds | Jan 1, 2021 | Domain AdaptationPoint Cloud Classification | CodeCode Available | 1 | 5 |
| Hide in Thicket: Generating Imperceptible and Rational Adversarial Perturbations on 3D Point Clouds | Mar 8, 2024 | 3D Point Cloud ClassificationAdversarial Attack | CodeCode Available | 1 | 5 |
| Differentiable Euler Characteristic Transforms for Shape Classification | Oct 11, 2023 | ClassificationPoint Cloud Classification | CodeCode Available | 1 | 5 |
| Implicit Convolutional Kernels for Steerable CNNs | Dec 12, 2022 | Molecular Property PredictionPoint Cloud Classification | CodeCode Available | 1 | 5 |
| Image2Point: 3D Point-Cloud Understanding with 2D Image Pretrained Models | Jun 8, 2021 | 3D Point Cloud ClassificationPoint Cloud Classification | CodeCode Available | 1 | 5 |
| Benchmarking and Analyzing Point Cloud Classification under Corruptions | Feb 7, 2022 | BenchmarkingClassification | CodeCode Available | 1 | 5 |
| Learning Geometry-Disentangled Representation for Complementary Understanding of 3D Object Point Cloud | Dec 20, 2020 | 3D Object Classification3D Part Segmentation | CodeCode Available | 1 | 5 |
| Learnable Lookup Table for Neural Network Quantization | Jan 1, 2022 | Computational Efficiencyimage-classification | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Exploiting Inductive Bias in Transformer for Point Cloud Classification and Segmentation | Apr 27, 2023 | 3D Object Classification3D Part Segmentation | CodeCode Available | 1 | 5 |
| Dynamic Graph CNN for Learning on Point Clouds | Jan 24, 2018 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 | 5 |
| Dynamic Local Feature Aggregation for Learning on Point Clouds | Jan 7, 2023 | Point Cloud ClassificationPosition | CodeCode Available | 1 | 5 |
| DDEQs: Distributional Deep Equilibrium Models through Wasserstein Gradient Flows | Mar 3, 2025 | Point Cloud ClassificationPoint Cloud Completion | CodeCode Available | 0 | 5 |
| 3DMASC: Accessible, explainable 3D point clouds classification. Application to Bi-spectral Topo-bathymetric lidar data | Jan 15, 2024 | ClassificationDescriptive | CodeCode Available | 0 | 5 |
| Robustifying Point Cloud Networks by Refocusing | Aug 10, 2023 | 3D ClassificationAdversarial Defense | CodeCode Available | 0 | 5 |
| Contrastive Embedding Distribution Refinement and Entropy-Aware Attention for 3D Point Cloud Classification | Jan 27, 2022 | 3D Point Cloud ClassificationContrastive Learning | CodeCode Available | 0 | 5 |
| Point-Voxel Adaptive Feature Abstraction for Robust Point Cloud Classification | Oct 27, 2022 | ClassificationPoint Cloud Classification | CodeCode Available | 0 | 5 |
| RefRec: Pseudo-labels Refinement via Shape Reconstruction for Unsupervised 3D Domain Adaptation | Oct 21, 2021 | Domain AdaptationMulti-Task Learning | CodeCode Available | 0 | 5 |
| Boosting Point-BERT by Multi-choice Tokens | Jul 27, 2022 | Few-Shot LearningLanguage Modeling | CodeCode Available | 0 | 5 |
| Unsupervised Feature Learning for Point Cloud by Contrasting and Clustering With Graph Convolutional Neural Network | Apr 28, 2019 | ClusteringObject | CodeCode Available | 0 | 5 |
| Point-PlaneNet: Plane kernel based convolutional neural network for point clouds analysis | May 1, 2020 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 0 | 5 |
| AGConv: Adaptive Graph Convolution on 3D Point Clouds | Jun 9, 2022 | DenoisingPoint Cloud Classification | CodeCode Available | 0 | 5 |
| Point-LN: A Lightweight Framework for Efficient Point Cloud Classification Using Non-Parametric Positional Encoding | Jan 24, 2025 | 3D Point Cloud ClassificationClassification | CodeCode Available | 0 | 5 |
| Classifying point clouds at the facade-level using geometric features and deep learning networks | Feb 9, 2024 | ClassificationDeep Learning | CodeCode Available | 0 | 5 |
| Classifying Objects in 3D Point Clouds Using Recurrent Neural Network: A GRU LSTM Hybrid Approach | Mar 9, 2024 | 3D Object ClassificationAutonomous Navigation | CodeCode Available | 0 | 5 |
| PointDGMamba: Domain Generalization of Point Cloud Classification via Generalized State Space Model | Aug 24, 2024 | DenoisingDomain Generalization | CodeCode Available | 0 | 5 |
| PointManifoldCut: Point-wise Augmentation in the Manifold for Point Clouds | Sep 15, 2021 | Point Cloud Classification | CodeCode Available | 0 | 5 |
| Equivariant vs. Invariant Layers: A Comparison of Backbone and Pooling for Point Cloud Classification | Jun 8, 2023 | Point Cloud Classification | CodeCode Available | 0 | 5 |
| Adversarial shape perturbations on 3D point clouds | Aug 16, 2019 | 3D Point Cloud ClassificationAutonomous Driving | CodeCode Available | 0 | 5 |
| EPiC: Ensemble of Partial Point Clouds for Robust Classification | Mar 20, 2023 | ClassificationDiversity | CodeCode Available | 0 | 5 |
| PatchAugment: Local Neighborhood Augmentation in Point Cloud Classification | Oct 19, 2021 | 3D Point Cloud ClassificationClassification | CodeCode Available | 0 | 5 |
