Point Cloud Learning

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  1. 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

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

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

  3. 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

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

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

  5. 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

  6. 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

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

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

  8. 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

  9. 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

  10. Partition-Invariant Tuning for 3D Scene Understanding

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

  11. 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

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

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

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

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

  14. 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

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

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

  16. 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

  17. 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

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

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

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

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

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

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

  21. 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

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

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

  23. 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

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

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

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

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

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

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

  27. 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

  28. TOLiD: Bridging the Architecture Gap in Vision Foundation Model to LiDAR Pretraining via Token Lifting for Distillation

    Jul 12, 2026Sutharsan Mahendran, Darshana Priyasad, Kaushik Roy +4Cross-Modal Knowledge DistillationSelf-Supervised Learning

  29. SuperFlex: Deformable Superquadrics for Point Cloud Decomposition

    Jul 1, 2026Gabriel Tavernini, Elisabetta Fedele, Tiago Novello +33D ReconstructionPoint Cloud Learning

  30. Cross4D-JEPA: Dense Cross-modal Correspondence Distillation for 4D Point Cloud Representation Learning

    Jul 1, 2026Trung Thanh Nguyen, Hai Nguyen-Truong, Tu Vo +2Cross-Modal Knowledge DistillationPoint Cloud Learning

  31. FLORA: A deep learning approach to predict forest attributes from heterogeneous LiDAR data

    Jun 30, 2026Emilie Vautier, Clément Mallet, Cédric VegaPoint Cloud LearningRemote Sensing

  32. Mitigating Positional Leakage in 3D Masked Autoencoders for Robust Representation Learning

    Jun 30, 2026Xu Yan, Huiqun Wang, Chen Wang +2Masked AutoencodersPoint Cloud Learning

  33. A Point Cloud Transformer for Remote Monitoring and Automated Assessment of Physical Rehabilitation Exercises

    Jun 29, 2026Kazi Rafat, Md. Ismail Hossain, M M Lutfe Elahi +43D ViTsHealthcare

  34. PinNet: Keypoint-Aware Learned Local Descriptors with Geometric Embedding for Loop Closure in LiDAR SLAM

    Jun 26, 2026Yanlong Ma, Nakul S. Joshi, Christa S. Robison +2Simultaneous Localization and MappingRepresentation Learning

  35. Learning Motion Feasibility from Point Clouds in Cluttered Environments

    Jun 25, 2026Sajid Ansari, Arthi, Girish Varma +1Robotic GraspingPoint Cloud Learning

  36. Rotation-Aware Point-Cloud Embeddings for Vision-Based In-Hand Reorientation

    Jun 19, 2026Yashom Dighe, Karthik DantuDexterous ManipulationPoint Cloud Learning

  37. Aerial-ground LiDAR place recognition with patch-level self-supervised learning and expanded reciprocal re-ranking

    Jun 17, 2026Yandi Yang, Xianghong Zou, Jianping Li +4LiDAR Place RecognitionLearning to Rank

  38. A Hybrid Optimization Framework for Grasp Synthesis under Partial Observations

    Jun 16, 2026Wenzheng Zhang, Fahira Afzal Maken, Tin Lai +1Robotic GraspingPoint Cloud Learning

  39. Point Cloud Upsampling through Patch-based Frequency Superposition

    Jun 12, 2026Marina Ritthaler, Azhar Hussian, Vasileios Belagiannis +13D ReconstructionPoint Cloud Learning

  40. MAMVI: 3D Test-Time Adaptation via Masked Multi-View Point Clouds

    Jun 11, 2026Inseok Kong, Geunyoung Jung, Jiyoung JungTest-Time AdaptationPoint Cloud Classification

  41. Fourier Features Let Agents Learn High Precision Policies with Imitation Learning

    Jun 10, 2026Balázs Gyenes, Emiliyan Gospodinov, Jan Frieling +5Fourier Feature EmbeddingsRobot Skill Learning

  42. DynaTok: Token-Based 4D Reconstruction from Partial Point Clouds

    Jun 10, 2026Weirong Chen, Keisuke Tateno, Hidenobu Matsuki +3Point Cloud Completion4D Reconstruction

  43. PT-WNO: Point Transformer with Wavelet Neural Operator for 3D Point Cloud Semantic Segmentation

    Jun 9, 2026Nhut Le, Maryam Rahnemoonfar3D Point Cloud Segmentation3D ViTs

  44. SPADE: Split-and-Delay Embeddings for Autoregressive High-Granularity Calorimeter Simulation

    Jun 9, 2026Joschka Birk, Frank Gaede, Anna Hallin +3TransformerPoint Cloud Learning

  45. Efficient RWKV-based Representation Learning for 3D Point Clouds

    Jun 9, 2026Yun Liu, Xuefeng Yan, Liangliang Nan +5Point Cloud Learning3D Representation Learning

  46. A Cross-view Fusion Framework for Robust 6-DoF Grasp Pose Estimation

    Jun 5, 2026Kangjian Zhu, Haobo Jiang, Jianjun Qian +1Robotic GraspingPoint Cloud Learning

  47. RadiusFPS: Efficient Farthest Point Sampling on CPUs and GPUs via Spherical Voxel Pruning

    Jun 4, 2026Ziyang Yu, Xiang Li, Qiong Chang +1GPU AccelerationPoint Cloud Learning

  48. SRENet: Spectral Re-Entry Network for Point Cloud Action Recognition

    Jun 2, 2026Qiuxia Wu, Jiarui Lan, Wenxiong Kang +2Frequency-Domain Feature LearningPoint Cloud Learning

  49. Paving the Way for Point Cloud Video Representation Learning Using A PDE Model

    Jun 1, 2026Zhuoxu Huang, Zhenkun Fan, Jungong Han +1Point Cloud LearningVideo Representation Learning

  50. Eyes All Around: Design and Analysis of 360-Degree LiDAR Perception Using Equivariant Feature Learning in Unstructured Traffic

    May 30, 2026Pranav Darshan, Raghuveer Narayanan Rajesh, M Uttara KumariLidar-Based 3D Object DetectionPoint Cloud Learning

  51. ESAM++: Efficient Online 3D Perception on the Edge

    May 28, 2026Qin Liu, Lavisha Aggarwal, Saptarashmi Bandyopadhyay +4Edge InferencePoint Cloud Learning

  52. SIMPC: Learning Self-Induced Mirror-Point Consistency for Unsupervised Point Cloud Denoising

    May 26, 2026Chengwei Zhang, Xueyi Zhang, Tao Jiang +4Unsupervised LearningPoint Cloud Learning

  53. PQDT: Pseudo-Query Dual Transformer for Robust Point Cloud Restoration

    May 24, 2026Haoqing Wu, Alexa Nawotki, Jochen GarckePoint Cloud Completion3D ViTs

  54. Learning Laplacian Eigenspace with Mass-Aware Neural Operators on Point Clouds

    May 23, 2026Zherui Yang, Tao Du, Ligang LiuPoint Cloud LearningGeometric Representation Learning

  55. PointACT: Vision-Language-Action Models with Multi-Scale Point-Action Interaction

    May 20, 2026Shizhe Chen, Paul Pacaud, Cordelia SchmidLanguage-Conditioned Robot ManipulationPoint Cloud Learning