| 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 |
| Beyond Self-attention: External Attention using Two Linear Layers for Visual Tasks | May 5, 2021 | image-classificationImage Classification | CodeCode Available | 2 |
| Frozen Transformers in Language Models Are Effective Visual Encoder Layers | Oct 19, 2023 | Action RecognitionImage-text Retrieval | CodeCode Available | 2 |
| Curvature Diversity-Driven Deformation and Domain Alignment for Point Cloud | Oct 3, 2024 | DiversityDomain Adaptation | 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 |
| PointHop: An Explainable Machine Learning Method for Point Cloud Classification | Jul 30, 2019 | AttributeBIG-bench Machine Learning | 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 |
| PointMixup: Augmentation for Point Clouds | Aug 14, 2020 | 3D Point Cloud Classification3D Point Cloud Data Augmentation | 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 |
| PointAugment: an Auto-Augmentation Framework for Point Cloud Classification | Feb 25, 2020 | 3D Point Cloud Data AugmentationClassification | 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 |
| Point-GN: A Non-Parametric Network Using Gaussian Positional Encoding for Point Cloud Classification | Dec 4, 2024 | 3D Point Cloud ClassificationClassification | 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 |
| Learning Geometry-Disentangled Representation for Complementary Understanding of 3D Object Point Cloud | Dec 20, 2020 | 3D Object Classification3D Part Segmentation | CodeCode Available | 1 |
| PCT: Point cloud transformer | Dec 17, 2020 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| Geometry-Aware Self-Training for Unsupervised Domain Adaptationon Object Point Clouds | Aug 20, 2021 | Domain AdaptationPoint Cloud Classification | 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 |
| Collect-and-Distribute Transformer for 3D Point Cloud Analysis | Jun 2, 2023 | Point Cloud ClassificationPosition | CodeCode Available | 1 |
| Learnable Lookup Table for Neural Network Quantization | Jan 1, 2022 | Computational Efficiencyimage-classification | CodeCode Available | 1 |
| LPF-Defense: 3D Adversarial Defense based on Frequency Analysis | Feb 23, 2022 | 3D Point Cloud ClassificationAdversarial Defense | 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 |
| Deep Declarative Networks: A New Hope | Sep 11, 2019 | Point Cloud 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 |
| 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 |
| Point Cloud Augmentation with Weighted Local Transformations | Oct 11, 2021 | Data AugmentationPoint 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 |
| PointCutMix: Regularization Strategy for Point Cloud Classification | Jan 5, 2021 | 3D Point Cloud ClassificationClassification | 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 |
| 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 |
| Geometry-Aware Self-Training for Unsupervised Domain Adaptation on Object Point Clouds | Jan 1, 2021 | Domain AdaptationPoint Cloud Classification | CodeCode Available | 1 |
| Differentiable Euler Characteristic Transforms for Shape Classification | Oct 11, 2023 | ClassificationPoint 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 |
| Dynamic Graph CNN for Learning on Point Clouds | Jan 24, 2018 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| Deep Sets | Mar 10, 2017 | Anomaly DetectionOutlier Detection | CodeCode Available | 1 |
| APSNet: Attention Based Point Cloud Sampling | Oct 11, 2022 | 3D Point Cloud ClassificationKnowledge Distillation | CodeCode Available | 1 |
| Benchmarking and Analyzing Point Cloud Classification under Corruptions | Feb 7, 2022 | BenchmarkingClassification | CodeCode Available | 1 |
| 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 |
| DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point Clouds | Nov 16, 2021 | 3D Part Segmentation3D Point Cloud Classification | 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 |
| Image2Point: 3D Point-Cloud Understanding with 2D Image Pretrained Models | Jun 8, 2021 | 3D Point Cloud ClassificationPoint Cloud Classification | CodeCode Available | 1 |
| Implicit Convolutional Kernels for Steerable CNNs | Dec 12, 2022 | Molecular Property PredictionPoint Cloud Classification | CodeCode Available | 1 |
| Dynamic Local Feature Aggregation for Learning on Point Clouds | Jan 7, 2023 | Point Cloud ClassificationPosition | CodeCode Available | 1 |
| MATE: Masked Autoencoders are Online 3D Test-Time Learners | Nov 21, 2022 | 3D Object ClassificationPoint Cloud Classification | CodeCode Available | 1 |
| MOPS-Net: A Matrix Optimization-driven Network forTask-Oriented 3D Point Cloud Downsampling | May 1, 2020 | Deep LearningPoint Cloud Classification | 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 |
| 3DCTN: 3D Convolution-Transformer Network for Point Cloud Classification | Mar 2, 2022 | 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 |
| CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-training | Oct 3, 2022 | 3D Point Cloud ClassificationContrastive Learning | CodeCode Available | 1 |
| Parameter-Efficient Person Re-identification in the 3D Space | Jun 8, 2020 | 3D geometry3D Point Cloud Classification | CodeCode Available | 1 |
