Point Cloud Learning

Latest papers 97

All topics
CardsList
  1. GUARD: Geometric Uncertainty-Aware Point Cloud Denoising and Segmentation for Robotic Hard Disk Drive Disassembly

    Oct 6, 2026Zuoxu Wang, Xiao LiangPoint Cloud Learning3D Part Segmentation

  2. Learning Grasp Targeting from Point Clouds for Log Pile Clearing on a Hydraulic Crane

    Oct 6, 2026George Sideris, Lucas Bessai, Heshan Fernando +3Robotic GraspingSim-to-Real Transfer

  3. Context without Commitment: Robust Dense Correspondence under Non-Rigid Deformation

    Sep 29, 2026Yuzhen He, Sara HomscheidPoint Cloud LearningNon-Rigid Shape Correspondence

  4. EquivDP3: A SIM(3)-Invariant Point-Cloud Encoder for Data-Efficient Humanoid Loco-Manipulation

    Sep 29, 2026Abu Hanif Muhammad Syarubany, Chang D. YooHumanoid Loco-ManipulationPoint Cloud Learning

  5. ReLoc: Rethinking Scene Coordinate Regression Architecture for Robust Outdoor LiDAR-based Localization

    Sep 27, 2026Heejoon Moon, Yurim Cho, Je Hyeong HongPoint Cloud LearningLiDAR Localization

  6. KeyGen: Unsupervised Keypoint based Object-Centric Representations for Category-Level Policy Generalization

    Sep 23, 2026Shuxin Cao, Liquan Wang, Masoud Moghani +2Point Cloud LearningGeneralization in Robotic Manipulation

  7. UniPoint: Unified Point-Level Sensor Fusion for Humanoid Locomotion Across Challenging Terrains

    Sep 20, 2026Sicen Li, Zhen Chu, Chao Li +2Humanoid Robot LocomotionPoint Cloud Learning

  8. FAMOS: Feed-Forward 3D Articulation Modeling from Sparse Observations

    Sep 17, 2026Kevin Qu, Tao Sun, Massimiliano Viola +5Articulated Object Reconstruction3D ViTs

  9. GAPrompt++: Multi-Granular Geometry-Aware Point Cloud Prompt for 3D Vision Model

    Sep 17, 2026Zixiang Ai, Zhenyu Cui, Yufei Guo +4Point Cloud LearningVision Foundation Model Adaptation

  10. Instance Segmentation and Fine-grained Classification for Urban Buildings with Adaptive Region Dividing and Spatially-Supervised Contrastive Learning

    Sep 17, 2026Weiyuan Zhang, Qi Zhang, Hui HuangContrastive LearningPoint Cloud Classification

  11. Partition-Invariant Tuning for 3D Scene Understanding

    Sep 14, 2026Hongqiang Lin, Tianle Wang, Shuiwang Li +4Point Cloud LearningParameter-Efficient Fine-Tuning

  12. Beyond Gait: Person Identification from Millimeter-Wave Point Clouds Across Activities of Daily Living

    Sep 8, 2026Xilai Wang, Zixiong Han, Saad Rhanmouni +3Biometric IdentificationPoint Cloud Learning

  13. Heat Field Signatures: From Point Clouds to Smooth Geometry

    Sep 7, 2026Yuanqing Wang, Yapeng Tian, Baris CoskunuzerPoint Cloud LearningGeometric Representation Learning

  14. EquiGQNet: Fast Grasp Quality Evaluation via Shared Equivariant Point Cloud Encoding

    Sep 7, 2026Sungwon Seo, Jaeseog Won, Jiyou Shin +5Robotic GraspingPoint Cloud Learning

  15. Panda Diplomacy: Foundation Model Pre-training across Particle Imaging Detectors for High Energy and Nuclear Physics

    Sep 1, 2026Samuel Young, César Jesús-Valls, Kazuhiro TeraoSelf-Supervised Pre-TrainingPoint Cloud Learning

  16. Motion-Saliency Complementary Masked Modeling for Point Cloud Video Understanding

    Aug 31, 2026Wei Wang, Yiding Sun, Yuyan Wang +4Point Cloud LearningGenerative Modeling

  17. Does Latent Planning Survive Point Clouds? Action-Conditioned JEPA World Models for Geometric Observations and Goals

    Aug 29, 2026Fabio F. Oberweger, Michael Schwingshackl, Markus MurschitzWorld Models for RoboticsWorld Model-Based Planning

  18. Boundary-Enhanced Segmentation of Pig Point Clouds in Commercial Housing Environments

    Aug 12, 2026Zhankang Xu, Fei Shi, Xiangyu Qi +63D Point Cloud SegmentationPoint Cloud Learning

  19. Vernata: Self-Supervised Learning of LiDAR Point Representations

    Aug 7, 2026Oliver Lemke, Alexander Liniger, Abel Gawel +1Self-Supervised LearningSelf-Supervised Pre-Training

  20. Learning Biomechanically Plausible Human Motion from Sparse Radar Point Clouds

    Aug 4, 2026Jonas Leo Mueller, Markus Gambietz, Alexander Weiss +2HealthcarePoint Cloud Learning

  21. Learning to Tessellate: Point Cloud Generation via Recursive Spectral Partitioning

    Aug 3, 2026Monan Sun, Bangzhen Liu, Huaidong Zhang +1Point Cloud Learning3D Shape Generation

  22. SCALP: Semi-Supervised Statistical Shape Modeling from Imperfect 3D Photogrammetry via Landmark-Anchored Spectral Warp

    Jul 31, 2026Nawazish Khan, Sanjay Bhandari, Sarang Joshi +8Point Cloud LearningStatistical Shape Modeling

  23. Parameter-Efficient Fine-Tuning for Spiking Point Cloud Models

    Jul 31, 2026Zihao Guo, Jihua Zhu, Yiding Sun +2Point Cloud LearningSpiking Neural Networks

  24. Learning Manifolds in High-D Point Embedding for Anisotropic Surface Approximation from Unstructured Point Clouds

    Jul 30, 2026Hongbo Li, Haikuan Zhu, Xiaohu Guo +33D ReconstructionPoint Cloud Learning

  25. PrintAnything: Learning an Intermediate Representation for 3D printing G-code Generation

    Jul 30, 2026Sangmin Hong, Daniel Sungho Jung, Heewon Kim +1Point Cloud LearningCode Generation

  26. RODR: Riemannian Orthogonally Decoupled Regularization for Disentangled Manifold Representation

    Jul 27, 2026Jiayu Zhu, Wenlai ZhaoRiemannian OptimizationPoint Cloud Learning

  27. Data-Driven Diffusion Processes on Differential Forms via the Projected Ambient Connection Laplacian

    Jul 25, 2026Alvaro Almeida Gomez, Jorge Duque FrancoPoint Cloud LearningManifold Learning

  28. Toward High-Fidelity 3D Point-Cloud Learning for Brain Folding Morphology Prediction Using Trans-Unet

    Jul 23, 2026Geran Zhao, Xiaotian Li, Poorya Chavoshnejad +4Point Cloud LearningNeuroimaging