3D 视觉 - arXivDaily 专题

2111.13679 2021-11-29 cs.CV cs.GR eess.IV 84%

NeRF in the Dark: High Dynamic Range View Synthesis from Noisy Raw Images

Ben Mildenhall, Peter Hedman, Ricardo Martin-Brualla, Pratul Srinivasan, Jonathan T. Barron

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV、cs.GR

Comments Project page: https://bmild.github.io/rawnerf/

2110.06558 2021-10-14 cs.CV cs.AI cs.LG cs.RO 84%

LENS: Localization enhanced by NeRF synthesis

Arthur Moreau, Nathan Piasco, Dzmitry Tsishkou, Bogdan Stanciulescu, Arnaud de La Fortelle

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV、cs.RO

Comments Accepted at CoRL 2021

2106.05264 2021-06-10 cs.CV cs.GR cs.LG 84%

NeRF in detail: Learning to sample for view synthesis

Relja Arandjelović, Andrew Zisserman

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV、cs.GR

2601.15475 2026-04-03 cs.CV 84%

Seeing through Light and Darkness: Sensor-Physics Grounded Deblurring HDR NeRF from Single-Exposure Images and Events

透过光与暗：基于传感器物理的去模糊HDR NeRF从单曝光图像和事件

Yunshan Qi, Lin Zhu, Nan Bao, Yifan Zhao, Jia Li

机构 * State Key Laboratory of Virtual Reality Technology and Systems, SCSE & QRI, Beihang University（北京航空航天大学虚拟现实技术与系统国家重点实验室）； School of Artificial Intelligence, Beijing Normal University（北京师范大学人工智能学院）

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

AI总结本文提出基于传感器物理的NeRF框架，通过单曝光模糊LDR图像和对应事件实现高动态范围和锐利3D表示的合成，利用CRF模型提升HDR和去模糊效果。

Comments Accepted by the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2026. Project Page: https://icvteam.github.io/See-NeRF.html. Our code and datasets are publicly available at https://github.com/iCVTEAM/See-NeRF

2404.01300 2024-07-19 cs.CV cs.AI cs.LG 84%

NeRF-MAE: Masked AutoEncoders for Self-Supervised 3D Representation Learning for Neural Radiance Fields

Muhammad Zubair Irshad, Sergey Zakharov, Vitor Guizilini, Adrien Gaidon, Zsolt Kira, Rares Ambrus

专题命中 NeRF ：NeRF(title,abstract)；3D vision(abstract)；分类 cs.CV

Comments Accepted to ECCV 2024. Project Page: https://nerf-mae.github.io/

2407.10267 2024-07-16 cs.CV 84%

RS-NeRF: Neural Radiance Fields from Rolling Shutter Images

Muyao Niu, Tong Chen, Yifan Zhan, Zhuoxiao Li, Xiang Ji, Yinqiang Zheng

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

Comments ECCV 2024 ; Codes and data: https://github.com/MyNiuuu/RS-NeRF

2311.03784 2023-11-09 cs.CV cs.LG 84%

UP-NeRF: Unconstrained Pose-Prior-Free Neural Radiance Fields

Injae Kim, Minhyuk Choi, Hyunwoo J. Kim

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

Comments Neural Information Processing Systems (NeurIPS), 2023. The code is available at https://github.com/mlvlab/UP-NeRF

2308.03280 2023-08-08 cs.CV 84%

Mirror-NeRF: Learning Neural Radiance Fields for Mirrors with Whitted-Style Ray Tracing

Junyi Zeng, Chong Bao, Rui Chen, Zilong Dong, Guofeng Zhang, Hujun Bao, Zhaopeng Cui

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

Comments Accepted to ACM Multimedia 2023. Project Page: https://zju3dv.github.io/Mirror-NeRF/

2603.18306 2026-03-20 cs.CV cs.LG 83%

Fast and Generalizable NeRF Architecture Selection for Satellite Scene Reconstruction

快速且通用的NeRF架构选择用于卫星场景重建

Devjyoti Chakraborty, Zaki Sukma, Rakandhiya D. Rachmanto, Kriti Ghosh, In Kee Kim, Suchendra M. Bhandarkar, Lakshmish Ramaswamy, Nancy K. O'Hare, Deepak Mishra

机构 * School of Computing, University of Georgia（佐治亚大学计算机学院）； Department of Geography, University of Georgia（佐治亚大学地理系）

专题命中 NeRF ：NeRF(title,abstract)；3D reconstruction(abstract)；分类 cs.CV

AI总结本文提出PreSCAN框架，通过轻量几何和光度描述符预测NeRF质量，实现快速架构选择，提升卫星场景重建效率。

2603.15622 2026-03-18 cs.CV cs.AI 83%

SAC-NeRF: Adaptive Ray Sampling for Neural Radiance Fields via Soft Actor-Critic Reinforcement Learning

SAC-NeRF：通过软演员-评论员强化学习实现神经辐射场的自适应射线采样

Chenyu Ge

机构 * University of Southern California（南加州大学）

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

AI总结本文提出SAC-NeRF，通过强化学习框架学习自适应采样策略，减少采样点35-48%，保持渲染质量与密集采样基线相近。

2601.17350 2026-01-27 cs.CV cs.AI 83%

NeRF-MIR: Towards High-Quality Restoration of Masked Images with Neural Radiance Fields

NeRF-MIR：面向基于神经辐射场的遮挡图像高质量恢复

Xianliang Huang, Zhizhou Zhong, Shuhang Chen, Yi Xu, Juhong Guan, Shuigeng Zhou

机构 * Shanghai Key Lab of Intelligent Information Processing（上海智能信息处理重点实验室）； College of Computer Science and Artificial Intelligence, Fudan University（复旦大学计算机科学与人工智能学院）； School of Computer Science and Technology, Tongji University（同济大学计算机科学与技术学院）

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

AI总结 NeRF-MIR通过PERE和PIRE机制提升遮挡图像恢复质量，采用动态加权损失函数和多视角信息融合，实现更精确的3D场景重建。

Comments 14 pages, 15 figures

2406.20066 2025-12-18 cs.CV 83%

ASSR-NeRF: Arbitrary-Scale Super-Resolution on Voxel Grid for High-Quality Radiance Fields Reconstruction

ASSR-NeRF：针对体素网格的任意尺度超分辨率以实现高质量辐射场重建

Ding-Jiun Huang, Zi-Ting Chou, Yu-Chiang Frank Wang, Cheng Sun

机构 * National Taiwan University（国立台湾大学）； NVIDIA Research（NVIDIA研究）

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

AI总结 ASSR-NeRF通过引入基于注意力的体素网格超分辨率模型，实现任意尺度下的高质量辐射场重建，解决了高分辨率视图合成中的过度平滑问题并提升了多视图一致性。

2512.09375 2025-12-11 cs.CV cs.AI 83%

Log NeRF: Comparing Spaces for Learning Radiance Fields

Log NeRF：在学习辐射场中比较空间

Sihe Chen, Luv Verma, Bruce A. Maxwell

机构 * Northeastern University（东北大学）

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

AI总结 Log NeRF通过在log RGB空间中学习辐射场，提升了渲染质量、场景鲁棒性和低光条件下的表现。

Comments The 36th British Machine Vision Conference

2511.17322 2025-11-24 cs.CV 83%

NoPe-NeRF++: Local-to-Global Optimization of NeRF with No Pose Prior

NoPe-NeRF++: 无姿态先验的NeRF局部到全局优化

Dongbo Shi, Shen Cao, Bojian Wu, Jinhui Guo, Lubin Fan, Renjie Chen, Ligang Liu, Jieping Ye

机构 * University of Science and Technology of China（中国科学技术大学）； Independent Researcher（独立研究者）

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

AI总结 NoPe-NeRF++通过局部到全局优化提升NeRF姿态估计与新视角合成性能，无需姿态先验且在复杂场景中表现优异。

Journal ref Eurographics 2025

2509.11169 2025-11-11 cs.CV 83%

Multispectral-NeRF:a multispectral modeling approach based on neural radiance fields

Hong Zhang, Fei Guo, Zihan Xie, Dizhao Yao

专题命中 NeRF ：NeRF(title,abstract)；3D reconstruction(abstract)；分类 cs.CV

2412.12772 2025-10-28 cs.CV 83%

Optimize the Unseen -- Fast NeRF Cleanup with Free Space Prior

Leo Segre, Shai Avidan

机构 * Tel Aviv University（特拉维夫大学）

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

2508.06632 2025-08-12 cs.CV cs.AI 83%

CoDe-NeRF: Neural Rendering via Dynamic Coefficient Decomposition

Wenpeng Xing, Jie Chen, Zaifeng Yang, Tiancheng Zhao, Gaolei Li, Changting Lin, Yike Guo, Meng Han

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

2508.05819 2025-08-11 cs.CV 83%

MZEN: Multi-Zoom Enhanced NeRF for 3-D Reconstruction with Unknown Camera Poses

Jong-Ik Park, Carlee Joe-Wong, Gary K. Fedder

专题命中 NeRF ：NeRF(title,abstract)；3D reconstruction(abstract)；分类 cs.CV

2402.01485 2025-08-08 cs.RO 83%

Di-NeRF: Distributed NeRF for Collaborative Learning with Relative Pose Refinement

Mahboubeh Asadi, Kourosh Zareinia, Sajad Saeedi

机构 * Toronto Metropolitan University（多伦多 Metropolitan 大学）

专题命中 NeRF ：NeRF(title,abstract)；3D reconstruction(abstract)；分类 cs.RO

Comments 9 pages, 11 figures, Accepted in IEEE-RA-L

2506.21884 2025-08-07 eess.IV cs.AI cs.CV cs.LG eess.SP 83%

UnMix-NeRF: Spectral Unmixing Meets Neural Radiance Fields

Fabian Perez, Sara Rojas, Carlos Hinojosa, Hoover Rueda-Chacón, Bernard Ghanem

机构 * Universidad Industrial de Santander（圣安德烈大学）； KAUST（王国立人工智能科技大学）

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

Comments Paper accepted at ICCV 2025 main conference

2506.19615 2025-06-26 cs.CV 83%

Self-Supervised Multimodal NeRF for Autonomous Driving

Gaurav Sharma, Ravi Kothari, Josef Schmid

机构 * AVL Software and Functions GmbH（AVL软件与功能公司）； Technische Hochschule Deggendorf（德格多夫技术大学）

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

2411.02979 2025-05-06 cs.CV 83%

CAD-NeRF: Learning NeRFs from Uncalibrated Few-view Images by CAD Model Retrieval

Xin Wen, Xuening Zhu, Renjiao Yi, Zhifeng Wang, Chenyang Zhu, Kai Xu

专题命中 NeRF ：NeRF(title,abstract)；3D vision(abstract)；分类 cs.CV

Comments The article has been accepted by Frontiers of Computer Science (FCS)

2505.00378 2025-05-02 cs.CV 83%

Cues3D: Unleashing the Power of Sole NeRF for Consistent and Unique Instances in Open-Vocabulary 3D Panoptic Segmentation

Feng Xue, Wenzhuang Xu, Guofeng Zhong, Anlong Minga, Nicu Sebe

机构 * Unitn ； Bupt（北华大学）

专题命中 NeRF ：NeRF(title,abstract)；point cloud(abstract)；分类 cs.CV

Comments Accepted by Information Fusion

2404.13896 2025-04-25 cs.CV 83%

CT-NeRF: Incremental Optimizing Neural Radiance Field and Poses with Complex Trajectory

Yunlong Ran, Yanxu Li, Qi Ye, Yuchi Huo, Zechun Bai, Jiahao Sun, Jiming Chen

机构 * Zhejiang University（浙江大学）； Shandong University（山东省大学）

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

2504.05751 2025-04-09 cs.CV 83%

InvNeRF-Seg: Fine-Tuning a Pre-Trained NeRF for 3D Object Segmentation

Jiangsan Zhao, Jakob Geipel, Krzysztof Kusnierek, Xuean Cui

专题命中 NeRF ：NeRF(title,abstract)；point cloud(abstract)；分类 cs.CV

2504.00950 2025-04-09 cs.CV 83%

Neural Pruning for 3D Scene Reconstruction: Efficient NeRF Acceleration

Tianqi Ding, Dawei Xiang, Pablo Rivas, Liang Dong

专题命中 NeRF ：NeRF(title,abstract)；3D reconstruction(abstract)；分类 cs.CV

Comments 12 pages, 4 figures, accepted by International Conference on the AI Revolution: Research, Ethics, and Society (AIR-RES 2025)

2403.10906 2025-04-08 cs.CV 83%

ARC-NeRF: Area Ray Casting for Broader Unseen View Coverage in Few-shot Object Rendering

Seunghyeon Seo, Yeonjin Chang, Jayeon Yoo, Seungwoo Lee, Hojun Lee, Nojun Kwak

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

Comments CVPR 2025 Workshop: 4th Computer Vision for Metaverse Workshop

2504.00270 2025-04-02 cs.CV 83%

NeRF-Based defect detection

Tianqi, Ding, Dawei Xiang, Yijiashun Qi, Ze Yang, Zunduo Zhao, Tianyao Sun, Pengbin Feng, Haoyu Wang

专题命中 NeRF ：NeRF(title,abstract)；point cloud(abstract)；分类 cs.CV

Comments 6 pages, 11 figures, 2025 2nd International Conference on Remote Sensing, Mapping and Image Processing (RSMIP 2025)

2312.11841 2025-03-31 cs.CV 83%

MixRT: Mixed Neural Representations For Real-Time NeRF Rendering

Chaojian Li, Bichen Wu, Peter Vajda, Yingyan Celine Lin

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

Comments Accepted by 3DV'24. Project Page: https://licj15.github.io/MixRT/

2503.10464 2025-03-14 cs.CV 83%

Flow-NeRF: Joint Learning of Geometry, Poses, and Dense Flow within Unified Neural Representations

Xunzhi Zheng, Dan Xu

专题命中 NeRF ：NeRF(title,abstract)；novel view synthesis(abstract)；分类 cs.CV

1. NeRF 1354 篇

NeRF in the Dark: High Dynamic Range View Synthesis from Noisy Raw Images

LENS: Localization enhanced by NeRF synthesis

NeRF in detail: Learning to sample for view synthesis

Seeing through Light and Darkness: Sensor-Physics Grounded Deblurring HDR NeRF from Single-Exposure Images and Events

NeRF-MAE: Masked AutoEncoders for Self-Supervised 3D Representation Learning for Neural Radiance Fields

RS-NeRF: Neural Radiance Fields from Rolling Shutter Images

UP-NeRF: Unconstrained Pose-Prior-Free Neural Radiance Fields

Mirror-NeRF: Learning Neural Radiance Fields for Mirrors with Whitted-Style Ray Tracing

Fast and Generalizable NeRF Architecture Selection for Satellite Scene Reconstruction

SAC-NeRF: Adaptive Ray Sampling for Neural Radiance Fields via Soft Actor-Critic Reinforcement Learning

NeRF-MIR: Towards High-Quality Restoration of Masked Images with Neural Radiance Fields

ASSR-NeRF: Arbitrary-Scale Super-Resolution on Voxel Grid for High-Quality Radiance Fields Reconstruction

Log NeRF: Comparing Spaces for Learning Radiance Fields

NoPe-NeRF++: Local-to-Global Optimization of NeRF with No Pose Prior

Multispectral-NeRF:a multispectral modeling approach based on neural radiance fields

Optimize the Unseen -- Fast NeRF Cleanup with Free Space Prior

CoDe-NeRF: Neural Rendering via Dynamic Coefficient Decomposition

MZEN: Multi-Zoom Enhanced NeRF for 3-D Reconstruction with Unknown Camera Poses

Di-NeRF: Distributed NeRF for Collaborative Learning with Relative Pose Refinement

UnMix-NeRF: Spectral Unmixing Meets Neural Radiance Fields

Self-Supervised Multimodal NeRF for Autonomous Driving

CAD-NeRF: Learning NeRFs from Uncalibrated Few-view Images by CAD Model Retrieval

Cues3D: Unleashing the Power of Sole NeRF for Consistent and Unique Instances in Open-Vocabulary 3D Panoptic Segmentation

CT-NeRF: Incremental Optimizing Neural Radiance Field and Poses with Complex Trajectory

InvNeRF-Seg: Fine-Tuning a Pre-Trained NeRF for 3D Object Segmentation

Neural Pruning for 3D Scene Reconstruction: Efficient NeRF Acceleration

ARC-NeRF: Area Ray Casting for Broader Unseen View Coverage in Few-shot Object Rendering

NeRF-Based defect detection

MixRT: Mixed Neural Representations For Real-Time NeRF Rendering

Flow-NeRF: Joint Learning of Geometry, Poses, and Dense Flow within Unified Neural Representations