3D 视觉

Diffusion-Denoised Hyperspectral Gaussian Splatting

扩散去噪超光谱高斯点云

Sunil Kumar Narayanan, Lingjun Zhao, Lu Gan, Yongsheng Chen

机构 * Georgia Institute of Technology（佐治亚理工学院） 纠错

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；3D reconstruction(abstract)

AI总结 本文提出DD-HGS方法，通过引入波长敏感的球谐函数、光谱损失和扩散去噪器，实现超光谱场景的3D显式重建，提升3D高斯点云方法的性能。

Comments Accepted to 3DV 2026

Object-Centric 3D Gaussian Splatting for Strawberry Plant Reconstruction and Phenotyping

Jiajia Li, Keyi Zhu, Qianwen Zhang, Dong Chen, Qi Sun, Zhaojian Li

机构 * Department of Electrical and Computer Engineering, Michigan State University, East Lansing, MI, USA（电气与计算机工程系，密歇根州立大学） ； Department of Mechanical Engineering, Michigan State University, East Lansing, MI, USA（机械工程系，密歇根州立大学） ； Truck Crops Branch Experiment Station, Mississippi State University, Starkville, MS, USA（卡车作物分支实验站，密苏里州立大学） ； Department of Agricultural and Biological Engineering, Mississippi State University, Starkville, MS, USA（农业与生物工程系，密苏里州立大学） ； Tandon School of Engineering, New York University, NY, USA（坦顿工程学院，纽约大学） 纠错

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；3D reconstruction(abstract)

Comments 11 pages, 4 figures, 3 tables

MS-GS: Multi-Appearance Sparse-View 3D Gaussian Splatting in the Wild

Deming Li, Kaiwen Jiang, Yutao Tang, Ravi Ramamoorthi, Rama Chellappa, Cheng Peng

机构 * Johns Hopkins University（约翰霍普金斯大学） ； University of California, San Diego（加州大学圣地亚哥分校） 纠错

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；novel view synthesis(abstract)

StealthAttack: Robust 3D Gaussian Splatting Poisoning via Density-Guided Illusions

Bo-Hsu Ke, You-Zhe Xie, Yu-Lun Liu, Wei-Chen Chiu

机构 * National Yang Ming Chiao Tung University（阳明交通大学） 纠错

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；novel view synthesis(abstract)

Comments ICCV 2025. Project page: https://hentci.github.io/stealthattack/

FixingGS: Enhancing 3D Gaussian Splatting via Training-Free Score Distillation

Zhaorui Wang, Yi Gu, Deming Zhou, Renjing Xu

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港理工大学（广州）） 纠错

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；3DGS(abstract)；3D reconstruction(abstract)；novel view synthesis(abstract)

From Restoration to Reconstruction: Rethinking 3D Gaussian Splatting for Underwater Scenes

Guoxi Huang, Haoran Wang, Zipeng Qi, Wenjun Lu, David Bull, Nantheera Anantrasirichai

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；3D reconstruction(abstract)

StylizedGS: Controllable Stylization for 3D Gaussian Splatting

Dingxi Zhang, Yu-Jie Yuan, Zhuoxun Chen, Fang-Lue Zhang, Zhenliang He, Shiguang Shan, Lin Gao

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； Beijing Key Laboratory of Mobile Computing and Pervasive Device, Institute of Computing Technology, Chinese Academy of Sciences（北京移动计算与 pervasive 设备重点实验室，中国科学院计算技术研究所） ； Victoria University of Wellington（维多利亚大学） ； Key Laboratory of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences（智能信息处理重点实验室，中国科学院计算技术研究所） 纠错

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；3D generation(abstract)

Comments [TPAMI 2025] Project Page: https://kristen-z.github.io/stylizedgs/

LM-Gaussian: Boost Sparse-view 3D Gaussian Splatting with Large Model Priors

Hanyang Yu, Xiaoxiao Long, Ping Tan

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；3DGS(abstract)；3D reconstruction(abstract)；point cloud(abstract)

Comments Project page: https://hanyangyu1021.github.io/lm-gaussian.github.io/

Reflections Unlock: Geometry-Aware Reflection Disentanglement in 3D Gaussian Splatting for Photorealistic Scenes Rendering

Jiayi Song, Zihan Ye, Qingyuan Zhou, Weidong Yang, Ben Fei, Jingyi Xu, Ying He, Wanli Ouyang

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；novel view synthesis(abstract)

USP-Gaussian: Unifying Spike-based Image Reconstruction, Pose Correction and Gaussian Splatting

Kang Chen, Jiyuan Zhang, Zecheng Hao, Yajing Zheng, Tiejun Huang, Zhaofei Yu

机构 * School of Computer Science, Peking University（北京大学计算机科学学院） ； State Key Laboratory for Multimedia Information Processing, Peking University（北京大学多媒体信息处理国家重点实验室） ； Institute for Artificial Intelligence, Peking University（北京大学人工智能研究院） 纠错

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；3D reconstruction(abstract)

PointGS: Point Attention-Aware Sparse View Synthesis with Gaussian Splatting

Lintao Xiang, Hongpei Zheng, Yating Huang, Qijun Yang, Hujun Yin

机构 * Department of Electrical and Electronic Engineering, The University of Manchester（曼彻斯特大学电子与电气工程系） 纠错

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；point cloud(abstract)

Gaussian2Scene: 3D Scene Representation Learning via Self-supervised Learning with 3D Gaussian Splatting

Keyi Liu, Weidong Yang, Ben Fei, Ying He

机构 * Fudan University（复旦大学） ； The Chinese University of Hong Kong（香港中文大学） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；3D vision(abstract)；3DGS(abstract)；point cloud(abstract)

Revisiting Depth Representations for Feed-Forward 3D Gaussian Splatting

Duochao Shi, Weijie Wang, Donny Y. Chen, Zeyu Zhang, Jia-Wang Bian, Bohan Zhuang, Chunhua Shen

机构 * Zhejiang University, China（浙江大学） ； Monash University, Australia（墨尔本大学） ； MBZUAI ； GigaAI 纠错

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；3DGS(abstract)；point cloud(abstract)；novel view synthesis(abstract)

Comments Project page: https://aim-uofa.github.io/PMLoss

Steepest Descent Density Control for Compact 3D Gaussian Splatting

Peihao Wang, Yuehao Wang, Dilin Wang, Sreyas Mohan, Zhiwen Fan, Lemeng Wu, Ruisi Cai, Yu-Ying Yeh, Zhangyang Wang, Qiang Liu, Rakesh Ranjan

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Meta Reality Labs（Meta现实实验室） 纠错

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；3DGS(abstract)；point cloud(abstract)；novel view synthesis(abstract)

Comments CVPR 2025, Project page: https://vita-group.github.io/SteepGS/

SparSplat: Fast Multi-View Reconstruction with Generalizable 2D Gaussian Splatting

Shubhendu Jena, Shishir Reddy Vutukur, Adnane Boukhayma

机构 * Inria, Univ. Rennes, CNRS, IRISA（法国国家科学研究中心、里尔大学、IRISA） ； Technical University of Munich（慕尼黑技术大学） 纠错

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；3DGS(abstract)；3D reconstruction(abstract)；novel view synthesis(abstract)

Comments Project page : https://shubhendu-jena.github.io/SparSplat/

Luminance-GS: Adapting 3D Gaussian Splatting to Challenging Lighting Conditions with View-Adaptive Curve Adjustment

Ziteng Cui, Xuangeng Chu, Tatsuya Harada

机构 * The University of Tokyo（东京大学） ； RIKEN AIP（日本理化学研究所） 纠错

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；novel view synthesis(abstract)

Comments CVPR 2025, project page: https://cuiziteng.github.io/Luminance_GS_web/

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks

Zihang Cheng, Huiping Zhuang, Chun Li, Xin Meng, Ming Li, Fei Richard Yu, Liqiang Nie

机构 * South China University of Technology（南方科技大学） ； Shenzhen MSU-BIT University（深圳MSU-BIT大学） ； Peking University（北京大学） ； Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ)（广东省人工智能与数字经济实验室） ； Harbin Institute of Technology（哈尔滨工业大学） 纠错

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；3DGS(abstract)；3D reconstruction(abstract)；3D generation(abstract)

VGNC: Reducing the Overfitting of Sparse-view 3DGS via Validation-guided Gaussian Number Control

Lifeng Lin, Rongfeng Lu, Quan Chen, Haofan Ren, Ming Lu, Yaoqi Sun, Chenggang Yan, Anke Xue

机构 * Hangzhou Dianzi University（杭州电子科技大学） ； Intel Labs China（英特尔中国实验室） ； Lishui University（丽水大学） 纠错

专题命中 Gaussian Splatting ：3DGS(title,abstract)；Gaussian Splatting(abstract)；3D reconstruction(abstract)；novel view synthesis(abstract)

Comments 10 pages,8 figures

SplatFlow: Multi-View Rectified Flow Model for 3D Gaussian Splatting Synthesis

Hyojun Go, Byeongjun Park, Jiho Jang, Jin-Young Kim, Soonwoo Kwon, Changick Kim

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；3DGS(abstract)；novel view synthesis(abstract)；3D generation(abstract)

Comments Project Page: https://gohyojun15.github.io/SplatFlow/

SVG-IR: Spatially-Varying Gaussian Splatting for Inverse Rendering

Hanxiao Sun, YuPeng Gao, Jin Xie, Jian Yang, Beibei Wang

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；novel view synthesis(abstract)

LeanGaussian: Breaking Pixel or Point Cloud Correspondence in Modeling 3D Gaussians

Jiamin Wu, Kenkun Liu, Han Gao, Xiaoke Jiang, Yao Yuan, Lei Zhang

专题命中 Gaussian Splatting ：point cloud(title,abstract)；Gaussian Splatting(abstract)；3D reconstruction(abstract)；novel view synthesis(abstract)

Interpretable Single-View 3D Gaussian Splatting using Unsupervised Hierarchical Disentangled Representation Learning

Yuyang Zhang, Baao Xie, Hu Zhu, Qi Wang, Huanting Guo, Xin Jin, Wenjun Zeng

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；3DGS(abstract)；3D reconstruction(abstract)；point cloud(abstract)

BOGausS: Better Optimized Gaussian Splatting

Stéphane Pateux, Matthieu Gendrin, Luce Morin, Théo Ladune, Xiaoran Jiang

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；novel view synthesis(abstract)

GaussianRoom: Improving 3D Gaussian Splatting with SDF Guidance and Monocular Cues for Indoor Scene Reconstruction

Haodong Xiang, Xinghui Li, Kai Cheng, Xiansong Lai, Wanting Zhang, Zhichao Liao, Long Zeng, Xueping Liu

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；3DGS(abstract)；point cloud(abstract)；novel view synthesis(abstract)

EVolSplat: Efficient Volume-based Gaussian Splatting for Urban View Synthesis

Sheng Miao, Jiaxin Huang, Dongfeng Bai, Xu Yan, Hongyu Zhou, Yue Wang, Bingbing Liu, Andreas Geiger, Yiyi Liao

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；novel view synthesis(abstract)

Comments CVPR2025

MuDG: Taming Multi-modal Diffusion with Gaussian Splatting for Urban Scene Reconstruction

Yingshuang Zou, Yikang Ding, Chuanrui Zhang, Jiazhe Guo, Bohan Li, Xiaoyang Lyu, Feiyang Tan, Xiaojuan Qi, Haoqian Wang

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；3DGS(abstract)；point cloud(abstract)；novel view synthesis(abstract)

6DGS: Enhanced Direction-Aware Gaussian Splatting for Volumetric Rendering

Zhongpai Gao, Benjamin Planche, Meng Zheng, Anwesa Choudhuri, Terrence Chen, Ziyan Wu

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；novel view synthesis(abstract)

Comments Accepted by ICLR2025

NexusSplats: Efficient 3D Gaussian Splatting in the Wild

Yuzhou Tang, Dejun Xu, Yongjie Hou, Zhenzhong Wang, Min Jiang

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；3D reconstruction(abstract)

Comments Project page: https://nexus-splats.github.io/

SecureGS: Boosting the Security and Fidelity of 3D Gaussian Splatting Steganography

Xuanyu Zhang, Jiarui Meng, Zhipei Xu, Shuzhou Yang, Yanmin Wu, Ronggang Wang, Jian Zhang

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；point cloud(abstract)

Comments Accepted by ICLR 2025

Compression in 3D Gaussian Splatting: A Survey of Methods, Trends, and Future Directions

Muhammad Salman Ali, Chaoning Zhang, Marco Cagnazzo, Giuseppe Valenzise, Enzo Tartaglione, Sung-Ho Bae

专题命中 Gaussian Splatting ：Gaussian Splatting(title,abstract)；NeRF(abstract)；3DGS(abstract)；3D reconstruction(abstract)