Multi-View 3D Reconstruction

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Overview

Multi-view 3D reconstruction combines images or video from different viewpoints to estimate camera poses, depth, surfaces, and sometimes appearance or motion. Classical structure-from-motion and multi-view stereo rely on feature matching, triangulation, and bundle adjustment, while neural methods use NeRFs, Gaussian splatting, and feed-forward geometry transformers to infer 3D from images. Current work also adds depth and vision-model priors, selects informative views, and handles difficult cases such as uncalibrated cameras, dynamic scenes, reflective materials, and wide-angle or satellite imagery. A central challenge is balancing accurate, complete geometry across sparse or inconsistent views with the speed, memory, and generalization needed for large-scale and real-time use.

Latest papers

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278 papers34 papers in the last four weeks, up 21% on the four weeks before. 0.2% of all new papers.

  1. DP-SfM: Dual-Pixel Structure-from-Motion without Scale Ambiguity

    May 3, 2026Lilika Makabe, Kohei Ashida, Hiroaki Santo +2Multi-View 3D ReconstructionStructure from Motion

    Graduate School of Information Science and Technology, The University of Osaka, Japan

  2. Registration-Free Learnable Multi-View Capture of Faces in Dense Semantic Correspondence

    May 2, 2026Panagiotis P. Filntisis, George Retsinas, Radek Daněček +3Test-Time Optimization3D Reconstruction

    Institute of Robotics, Athena Research Center, 15125 Maroussi, Greece · HERON – Hellenic Robotics Center of Excellence, Athens, Greece · School of ECE, NTUA, Greece +3

  3. 2D-SuGaR: Surface-Aware Gaussian Splatting for Geometrically Accurate Mesh Reconstruction

    May 1, 2026Prajwal Gupta C. R., Divyam Sheth, Jinjoo Ha +23D Gaussian Splatting3D Reconstruction

    TU Darmstadt · ELIZA · Max Planck Institute for Intelligent Systems

  4. Color-Encoded Illumination for High-Speed Volumetric Scene Reconstruction

    Apr 29, 2026David Novikov, Eilon Vaknin, Narek Tumanyan +13D ReconstructionMulti-View 3D Reconstruction

    Weizmann Institute of Science, Israel

  5. AirZoo: A Unified Large-Scale Dataset for Grounding Aerial Geometric 3D Vision

    Apr 29, 2026Xiaoya Cheng, Rouwan Wu, Xinyi Liu +6Remote Sensing Image UnderstandingMulti-View Geometry

    National University of Defense Technology, Changsha, China · National Key Laboratory of Advanced Guidance and Control Technology, Changsha, China · Singapore University of Technology and Design, Singapore

  6. Holo360D: A Large-Scale Real-World Dataset with Continuous Trajectories for Advancing Panoramic 3D Reconstruction and Beyond

    Apr 24, 2026Jing Ou, Zidong Cao, Yinrui Ren +6Panoramic 3D Reconstruction3D Reconstruction

    1The Hong Kong University of Science and Technology (Guangzhou) · 2South China Normal University

  7. PAGaS: Pixel-Aligned 1DoF Gaussian Splatting for Depth Refinement

    Apr 24, 2026David Recasens, Robert Maier, Aljaz Bozic +4Multi-View Depth EstimationDepth Estimation

    University of Zaragoza

  8. BALTIC: A Benchmark and Cross-Domain Strategy for 3D Reconstruction Across Air and Underwater Domains Under Varying Illumination

    Apr 21, 2026Michele Grimaldi, David Nakath, Oscar Pizarro +33D Gaussian SplattingUnderwater Imaging

    School of Engineering & Physical Sciences, Heriot-Watt University, Edinburgh, UK · Marine Data Science Group, Christian Albrechts University of Kiel, Kiel, Germany · Department of Marine Technology, Norwegian University of Science and Technology (NTNU), Trondheim, Norway +1

  9. Hybrid Latents: Geometry-Appearance-Aware Surfel Splatting

    Apr 16, 2026Neel Kelkar, Simon Niedermayr, Klaus Engel +13D Gaussian SplattingMulti-View 3D Reconstruction

    Technical University of Munich, Munich, Germany · Siemens Healthineers, Erlangen, Germany

  10. HY-World 2.0: A Multi-Modal World Model for Reconstructing, Generating, and Simulating 3D Worlds

    Apr 15, 2026Team HY-World, Chenjie Cao, Xuhui Zuo +42World Models3D Scene Generation

  11. Free Geometry: Refining 3D Reconstruction from Longer Versions of Itself

    Apr 15, 2026Yuhang Dai, Xingyi YangFeed-Forward 3D ReconstructionMulti-View 3D Reconstruction

    The Hong Kong Polytechnic University, Hong Kong SAR

  12. Feed-Forward 3D Scene Modeling: A Problem-Driven Perspective

    Apr 15, 2026Weijie Wang, Qihang Cao, Sensen Gao +10Feed-Forward 3D Reconstruction3D Reconstruction

    Zhejiang University, China · Nanyang Technological University, Singapore · Monash University, Australia +2

  13. ClipGStream: Clip-Stream Gaussian Splatting for Any Length and Any Motion Multi-View Dynamic Scene Reconstruction

    Apr 15, 2026Jie Liang, Jiahao Wu, Chao Wang +7Dynamic Gaussian Splatting3D Reconstruction

    Guangdong Provincial Key Laboratory of Ultra High Definition Immersive Media Technology, Shenzhen Graduate School, Peking University · Pengcheng Laboratory · Peking University +1

  14. Neural 3D Reconstruction of Planetary Surfaces from Descent-Phase Wide-Angle Imagery

    Apr 14, 2026Melonie de Almeida, George Brydon, Divya M. Persaud +23D ReconstructionMulti-View 3D Reconstruction

    University of Glasgow

  15. PatchPoison: Poisoning Multi-View Datasets to Degrade 3D Reconstruction

    Apr 14, 2026Prajas Wadekar, Venkata Sai Pranav Bachina, Kunal Bhosikar +2Data Poisoning AttacksAdversarial Patch Attacks

    International Institute of Information Technology, Hyderabad, India

  16. ELoG-GS: Dual-Branch Gaussian Splatting with Luminance-Guided Enhancement for Extreme Low-light 3D Reconstruction

    Apr 14, 2026Yuhao Liu, Dingju Wang, Ziyang Zheng3D ReconstructionMulti-View 3D Reconstruction

    Shanghai Jiao Tong University

  17. PDF-GS: Progressive Distractor Filtering for Robust 3D Gaussian Splatting

    Apr 14, 2026Kangmin Seo, MinKyu Lee, Tae-Young Kim +33D Gaussian Splatting3D Reconstruction

    Sungkyunkwan University

  18. SyncFix: Fixing 3D Reconstructions via Multi-View Synchronization

    Apr 13, 2026Deming Li, Abhay Yadav, Cheng Peng +23D ReconstructionMulti-View 3D Reconstruction

    Johns Hopkins University · University of Virginia

  19. Learning 3D Representations for Spatial Intelligence from Unposed Multi-View Images

    Apr 12, 2026Bo Zhou, Qiuxia Lai, Zeren Sun +33D Representation LearningSelf-Supervised Visual Representation Learning

    Nanjing University of Science and Technology · Communication University of China · Zhejiang University

  20. A Comparison of Multi-View Stereo Methods for Photogrammetric 3D Reconstruction: From Traditional to Learning-Based Approaches

    Apr 11, 2026Yawen Li, George Vosselman, Francesco NexAerial 3D Reconstruction3D Reconstruction

    Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Enschede, The Netherlands

  21. FF3R: Feedforward Feature 3D Reconstruction from Unconstrained views

    Apr 10, 2026Chaoyi Zhou, Run Wang, Feng Luo +43D ReconstructionFeed-Forward 3D Reconstruction

    Microsoft · Clemson University · Texas A&M University

  22. Realizing Immersive Volumetric Video: A Multimodal Framework for 6-DoF VR Engagement

    Apr 10, 2026Zhengxian Yang, Shengqi Wang, Shi Pan +8Virtual RealityDynamic Scene Reconstruction

    Tsinghua University, Beijing, China. · the Institute of Automation, Chinese Academy of Sciences, Beijing, China. · the Migu Beijing Research Institute, Beijing, China +3

  23. Robust 4D Visual Geometry Transformer with Uncertainty-Aware Priors

    Apr 10, 2026Ying Zang, Yidong Han, Chaotao Ding +8UQ for 3D ReconstructionDynamic Scene Reconstruction

    Huzhou University · KOKONI 3D, Moxin Technology · Univeristy of Science and Technology of China +3

  24. 4D Vessel Reconstruction for Benchtop Thrombectomy Analysis

    Apr 8, 2026Ethan Nguyen, Javier Carmona, Arisa Matsuzaki +24D ReconstructionDeformable Shape Reconstruction

    UCLA Health · UCLA Physics and Astronomy · Chan Zuckerberg Biohub Network +1

  25. 3D Smoke Scene Reconstruction Guided by Vision Priors from Multimodal Large Language Models

    Apr 7, 2026Xinye Zheng, Fei Wang, Yiqi Nie +53D ReconstructionMulti-View 3D Reconstruction

    Hefei University of Technology · Institute of Artificial Intelligence, Hefei Comprehensive National Science Center · Anhui University +2

  26. SmokeGS-R: Physics-Guided Pseudo-Clean 3DGS for Real-World Multi-View Smoke Restoration

    Apr 7, 2026Xueming Fu, Lixia Han3D ReconstructionMulti-View 3D Reconstruction

    University of Science and Technology of China · Nanjing University of Aeronautics and Astronautics

  27. SimpleProc: Fully Procedural Synthetic Data from Simple Rules for Multi-View Stereo

    Apr 6, 2026Zeyu Ma, Alexander Raistrick, Jia DengSynthetic Data GenerationMulti-View 3D Reconstruction

    Princeton University

  28. Free-Range Gaussians: Non-Grid-Aligned Generative 3D Gaussian Reconstruction

    Apr 6, 2026Ahan Shabanov, Peter Hedman, Ethan Weber +103D ReconstructionMulti-View 3D Reconstruction

    Meta Reality Labs · Simon Fraser University · University of Oxford +1

  29. Learning 3D Reconstruction with Priors in Test Time

    Apr 4, 2026Lei Zhou, Haoyu Wu, Akshat Dave +1Multi-View 3D ReconstructionTest-Time Optimization

    Stony Brook University

  30. CGHair: Compact Gaussian Hair Reconstruction with Card Clustering

    Apr 4, 2026Haimin Luo, Srinjay Sarkar, Albert Mosella-Montoro +23D ReconstructionMulti-View 3D Reconstruction

    Carnegie Mellon University · ShanghaiTech University