| Parameter-Efficient Fine-Tuning in Spectral Domain for Point Cloud Learning | Oct 10, 2024 | 3D Parameter-Efficient Fine-Tuning for Classification3D Point Cloud Classification | CodeCode Available | 3 |
| 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 |
| Curvature Diversity-Driven Deformation and Domain Alignment for Point Cloud | Oct 3, 2024 | DiversityDomain Adaptation | CodeCode Available | 2 |
| Frozen Transformers in Language Models Are Effective Visual Encoder Layers | Oct 19, 2023 | Action RecognitionImage-text Retrieval | CodeCode Available | 2 |
| Point Transformer V2: Grouped Vector Attention and Partition-based Pooling | Oct 11, 2022 | 3D Point Cloud Classification3D Semantic Segmentation | CodeCode Available | 2 |
| Beyond Self-attention: External Attention using Two Linear Layers for Visual Tasks | May 5, 2021 | image-classificationImage Classification | CodeCode Available | 2 |
| SMART-PC: Skeletal Model Adaptation for Robust Test-Time Training in Point Clouds | May 26, 2025 | 3D Point Cloud ClassificationComputational Efficiency | CodeCode Available | 1 |
| Spiking Point Transformer for Point Cloud Classification | Feb 19, 2025 | ClassificationPoint Cloud Classification | CodeCode Available | 1 |
| Point-GN: A Non-Parametric Network Using Gaussian Positional Encoding for Point Cloud Classification | Dec 4, 2024 | 3D Point Cloud ClassificationClassification | CodeCode Available | 1 |
| Test-Time Adaptation in Point Clouds: Leveraging Sampling Variation with Weight Averaging | Nov 2, 2024 | 3D Point Cloud ClassificationPoint 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 |
| Robust 3D Point Clouds Classification based on Declarative Defenders | Oct 13, 2024 | 3D Point Cloud Classificationimage-classification | CodeCode Available | 1 |
| Positional Prompt Tuning for Efficient 3D Representation Learning | Aug 21, 2024 | 3D Parameter-Efficient Fine-Tuning for Classification3D Point Cloud Classification | CodeCode Available | 1 |
| RISurConv: Rotation Invariant Surface Attention-Augmented Convolutions for 3D Point Cloud Classification and Segmentation | Aug 12, 2024 | 3D Point Cloud ClassificationPoint 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 |
| 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 |
| Differentiable Euler Characteristic Transforms for Shape Classification | Oct 11, 2023 | ClassificationPoint Cloud Classification | CodeCode Available | 1 |
| Robust Point Cloud Processing through Positional Embedding | Sep 1, 2023 | 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 |
| Collect-and-Distribute Transformer for 3D Point Cloud Analysis | Jun 2, 2023 | Point Cloud ClassificationPosition | CodeCode Available | 1 |
| SUG: Single-dataset Unified Generalization for 3D Point Cloud Classification | May 16, 2023 | 3D Point Cloud ClassificationDomain Adaptation | CodeCode Available | 1 |
| Exploiting Inductive Bias in Transformer for Point Cloud Classification and Segmentation | Apr 27, 2023 | 3D Object Classification3D Part Segmentation | 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 |
| What Makes for Effective Few-shot Point Cloud Classification? | Mar 31, 2023 | BenchmarkingClassification | 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 |
| Dynamic Local Feature Aggregation for Learning on Point Clouds | Jan 7, 2023 | Point Cloud ClassificationPosition | CodeCode Available | 1 |
| ViewNet: A Novel Projection-Based Backbone With View Pooling for Few-Shot Point Cloud Classification | Jan 1, 2023 | DescriptiveFew-Shot Learning | CodeCode Available | 1 |
| Implicit Convolutional Kernels for Steerable CNNs | Dec 12, 2022 | Molecular Property PredictionPoint Cloud Classification | CodeCode Available | 1 |
| TetraSphere: A Neural Descriptor for O(3)-Invariant Point Cloud Analysis | Nov 26, 2022 | 3D Point Cloud ClassificationPoint Cloud Classification | CodeCode Available | 1 |
| MATE: Masked Autoencoders are Online 3D Test-Time Learners | Nov 21, 2022 | 3D Object ClassificationPoint Cloud Classification | CodeCode Available | 1 |
| APSNet: Attention Based Point Cloud Sampling | Oct 11, 2022 | 3D Point Cloud ClassificationKnowledge Distillation | CodeCode Available | 1 |
| CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-training | Oct 3, 2022 | 3D Point Cloud ClassificationContrastive Learning | CodeCode Available | 1 |
| Rethinking the compositionality of point clouds through regularization in the hyperbolic space | Sep 21, 2022 | 3D Point Cloud ClassificationPoint Cloud Classification | CodeCode Available | 1 |
| Scalable Set Encoding with Universal Mini-Batch Consistency and Unbiased Full Set Gradient Approximation | Aug 26, 2022 | Point Cloud Classificationtext-classification | CodeCode Available | 1 |
| Pix4Point: Image Pretrained Standard Transformers for 3D Point Cloud Understanding | Aug 25, 2022 | 3D Point Cloud ClassificationInductive Bias | CodeCode Available | 1 |
| Beyond single receptive field: A receptive field fusion-and-stratification network for airborne laser scanning point cloud classification | Jul 21, 2022 | ClassificationPoint Cloud Classification | CodeCode Available | 1 |
| PointNorm: Dual Normalization is All You Need for Point Cloud Analysis | Jul 13, 2022 | 3D geometryAll | 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 |
| 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 |
| No Pain, Big Gain: Classify Dynamic Point Cloud Sequences with Static Models by Fitting Feature-level Space-time Surfaces | Mar 21, 2022 | 3D Action RecognitionPoint Cloud Classification | CodeCode Available | 1 |
| Visualizing Global Explanations of Point Cloud DNNs | Mar 17, 2022 | Autonomous DrivingPoint Cloud Classification | CodeCode Available | 1 |
| Quasi-Balanced Self-Training on Noise-Aware Synthesis of Object Point Clouds for Closing Domain Gap | Mar 8, 2022 | BenchmarkingDomain Adaptation | CodeCode Available | 1 |
| 3DCTN: 3D Convolution-Transformer Network for Point Cloud Classification | Mar 2, 2022 | ClassificationPoint 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 |
| Benchmarking and Analyzing Point Cloud Classification under Corruptions | Feb 7, 2022 | BenchmarkingClassification | CodeCode Available | 1 |
| Learnable Lookup Table for Neural Network Quantization | Jan 1, 2022 | Computational Efficiencyimage-classification | CodeCode Available | 1 |
| Why Discard if You Can Recycle?: A Recycling Max Pooling Module for 3D Point Cloud Analysis | Jan 1, 2022 | Point Cloud ClassificationSemantic Segmentation | CodeCode Available | 1 |
| 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 |
| DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point Clouds | Nov 16, 2021 | 3D Part Segmentation3D 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 |
