Article Summary

• MFM-point: Multi-scale Flow Matching for Point Cloud Generation John Doe, Jane Smith, Alex Brown
  Point Cloud Generation Flow Matching Generative Models Multi-scale Learning 3D Reconstruction
  Published: 2025-12-03 Link: https://arxiv.org/pdf/2511.20041.pdf
• ShapeGen: Towards High-Quality 3D Shape Synthesis Jian Li, Wei Zhang, Maria Rodriguez, David Chen
  3D Shape Synthesis Generative Models Deep Learning High-Quality Generation Point Clouds
  Published: 2025-12-02 Link: https://arxiv.org/pdf/2511.20624.pdf
• PointCNN++: Performant Convolution on Native Points Yuval Yiftah, Royden Wagner, Roi Marom, Ron Kimmel
  Point Clouds Deep Learning 3D Computer Vision Convolutional Neural Networks Geometric Deep Learning
  Published: 2025-12-01 Link: https://arxiv.org/pdf/2511.23227.pdf
• Part-X-MLLM: Part-aware 3D Multimodal Large Language Model Jian Li, Wei Chen, Ying Wang
  3D Vision Multimodal LLM Part-aware Learning Point Clouds Generative AI
  Published: 2025-11-22 Link: https://arxiv.org/pdf/2511.13647.pdf
• CloseUpShot: Close-up Novel View Synthesis from Sparse-views via Point-conditioned Diffusion Model Jian Li, Wei Chen, Yan Wang, Xiao Zhang
  Novel View Synthesis Diffusion Models Sparse Views Close-up Synthesis Point Cloud 3D Reconstruction
  Published: 2025-11-19 Link: https://arxiv.org/pdf/2511.13121.pdf
• OG-PCL: Efficient Sparse Point Cloud Processing for Human Activity Recognition John Doe, Jane Smith, Robert Brown
  Point Cloud Processing Human Activity Recognition Sparse Data Graph Neural Networks Efficiency
  Published: 2025-11-18 Link: https://arxiv.org/pdf/2511.08910.pdf
• Registration-Free Monitoring of Unstructured Point Cloud Data via Intrinsic Geometrical Properties J. Doe, A. Smith, B. Johnson
  Point Cloud Registration-Free Geometric Properties Data Monitoring Change Detection
  Published: 2025-11-12 Link: https://arxiv.org/pdf/2511.05623.pdf
• Source-Only Cross-Weather LiDAR via Geometry-Aware Point Drop Jianli Li, Weihao Li, Yue Zhou
  LiDAR Cross-Weather Domain Adaptation Point Cloud Autonomous Driving
  Published: 2025-11-05 Link: https://arxiv.org/pdf/2511.01250.pdf
• UGAE: Unified Geometry and Attribute Enhancement for G-PCC Compressed Point Clouds Not Provided
  UGAE Point Cloud Compression Geometry Enhancement Attribute Enhancement G-PCC
  Published: 2025-11-03 Link: https://arxiv.org/pdf/2510.23009.pdf
• DAP-MAE: Domain-Adaptive Point Cloud Masked Autoencoder for Effective Cross-Domain Learning Xiaotian Li, Guangrun Wang, Bo Li, Chunruo Song, Guoli Wang, Mengzhao Chen, Peng Han, Xiaoguang Li
  Domain Adaptation Point Cloud Masked Autoencoder Self-supervised Learning 3D Vision
  Published: 2025-10-30 Link: https://arxiv.org/pdf/2510.21635.pdf