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Uncertainty Guided Policy for Active Robotic 3D Reconstruction using
  Neural Radiance Fields

Uncertainty Guided Policy for Active Robotic 3D Reconstruction using Neural Radiance Fields

17 September 2022
Soomin Lee
Le Chen
Jiahao Wang
Alexander Liniger
Suryansh Kumar
F. I. F. Richard Yu
ArXivPDFHTML

Papers citing "Uncertainty Guided Policy for Active Robotic 3D Reconstruction using Neural Radiance Fields"

41 / 41 papers shown
Title
Exploiting Radiance Fields for Grasp Generation on Novel Synthetic Views
Exploiting Radiance Fields for Grasp Generation on Novel Synthetic Views
Abhishek Kashyap
Henrik Andreasson
Todor Stoyanov
12
0
0
16 May 2025
VIN-NBV: A View Introspection Network for Next-Best-View Selection for Resource-Efficient 3D Reconstruction
VIN-NBV: A View Introspection Network for Next-Best-View Selection for Resource-Efficient 3D Reconstruction
Noah Frahm
Dongxu Zhao
Andrea Dunn Beltran
Ron Alterovitz
Jan-Michael Frahm
Junier Oliva
Roni Sengupta
143
0
0
09 May 2025
Fusing Foveal Fixations Using Linear Retinal Transformations and Bayesian Experimental Design
Fusing Foveal Fixations Using Linear Retinal Transformations and Bayesian Experimental Design
Christopher K. I. Williams
27
0
0
02 May 2025
ATLAS Navigator: Active Task-driven LAnguage-embedded Gaussian Splatting
ATLAS Navigator: Active Task-driven LAnguage-embedded Gaussian Splatting
Dexter Ong
Yuezhan Tao
Varun Murali
Igor Spasojevic
Vijay R. Kumar
Pratik Chaudhari
3DGS
64
0
0
27 Feb 2025
NextBestPath: Efficient 3D Mapping of Unseen Environments
Shiyao Li
Antoine Guédon
Clémentin Boittiaux
Shizhe Chen
Vincent Lepetit
50
0
0
07 Feb 2025
ActiveGAMER: Active GAussian Mapping through Efficient Rendering
ActiveGAMER: Active GAussian Mapping through Efficient Rendering
Liyan Chen
Huangying Zhan
Kevin Chen
Xiangyu Xu
Qingan Yan
Changjiang Cai
Yi Tian Xu
3DGS
44
2
0
12 Jan 2025
Uni-SLAM: Uncertainty-Aware Neural Implicit SLAM for Real-Time Dense
  Indoor Scene Reconstruction
Uni-SLAM: Uncertainty-Aware Neural Implicit SLAM for Real-Time Dense Indoor Scene Reconstruction
Shaoxiang Wang
Yaxu Xie
Chun-Peng Chang
Christen Millerdurai
A. Pagani
Didier Stricker
67
1
0
29 Nov 2024
4D Gaussian Splatting in the Wild with Uncertainty-Aware Regularization
4D Gaussian Splatting in the Wild with Uncertainty-Aware Regularization
Mijeong Kim
Jongwoo Lim
Bohyung Han
3DGS
33
2
0
13 Nov 2024
NeRF-Aug: Data Augmentation for Robotics with Neural Radiance Fields
NeRF-Aug: Data Augmentation for Robotics with Neural Radiance Fields
Eric Zhu
Mara Levy
M. Gwilliam
Abhinav Shrivastava
42
0
0
04 Nov 2024
ActiveSplat: High-Fidelity Scene Reconstruction through Active Gaussian
  Splatting
ActiveSplat: High-Fidelity Scene Reconstruction through Active Gaussian Splatting
Y. Li
Zijia Kuang
Ting Li
Guyue Zhou
Shaohui Zhang
Zike Yan
3DGS
36
5
0
29 Oct 2024
AIR-Embodied: An Efficient Active 3DGS-based Interaction and
  Reconstruction Framework with Embodied Large Language Model
AIR-Embodied: An Efficient Active 3DGS-based Interaction and Reconstruction Framework with Embodied Large Language Model
Zhenghao Qi
Shenghai Yuan
Fen Liu
Haozhi Cao
Tianchen Deng
Jianfei Yang
Lihua Xie
LM&Ro
DiffM
37
3
0
24 Sep 2024
RUMI: Rummaging Using Mutual Information
RUMI: Rummaging Using Mutual Information
Sheng Zhong
Nima Fazeli
Dmitry Berenson
18
0
0
19 Aug 2024
IOVS4NeRF:Incremental Optimal View Selection for Large-Scale NeRFs
IOVS4NeRF:Incremental Optimal View Selection for Large-Scale NeRFs
Jingpeng Xie
Shiyu Tan
Yuanlei Wang
Yizhen Lao
Yifei Xue
Yizhen Lao
45
0
0
26 Jul 2024
NeRF Director: Revisiting View Selection in Neural Volume Rendering
NeRF Director: Revisiting View Selection in Neural Volume Rendering
Wenhui Xiao
Rodrigo Santa Cruz
David Ahmedt-Aristizabal
Olivier Salvado
Clinton Fookes
Leo Lebrat
41
6
0
13 Jun 2024
Category-level Neural Field for Reconstruction of Partially Observed
  Objects in Indoor Environment
Category-level Neural Field for Reconstruction of Partially Observed Objects in Indoor Environment
Taekbeom Lee
Youngseok Jang
H. Jin Kim
3DV
38
0
0
12 Jun 2024
Neural Visibility Field for Uncertainty-Driven Active Mapping
Neural Visibility Field for Uncertainty-Driven Active Mapping
Shangjie Xue
Jesse Dill
Pranay Mathur
F. Dellaert
Panagiotis Tsiotras
Danfei Xu
33
5
0
11 Jun 2024
Benchmarking Neural Radiance Fields for Autonomous Robots: An Overview
Benchmarking Neural Radiance Fields for Autonomous Robots: An Overview
Yuhang Ming
Xingrui Yang
Weihan Wang
Zheng Chen
Jinglun Feng
Yifan Xing
Guofeng Zhang
32
11
0
09 May 2024
Active Neural 3D Reconstruction with Colorized Surface Voxel-based View
  Selection
Active Neural 3D Reconstruction with Colorized Surface Voxel-based View Selection
Hyunseo Kim
Hyeonseo Yang
Taekyung Kim
Yoonsung Kim
Jin-Hwa Kim
Byoung-Tak Zhang
38
0
0
04 May 2024
NeRF in Robotics: A Survey
NeRF in Robotics: A Survey
Guangming Wang
Lei Pan
Songyou Peng
Shaohui Liu
Chenfeng Xu
Yanzi Miao
Wei Zhan
Masayoshi Tomizuka
Marc Pollefeys
Hesheng Wang
29
12
0
02 May 2024
Learning with Unreliability: Fast Few-shot Voxel Radiance Fields with
  Relative Geometric Consistency
Learning with Unreliability: Fast Few-shot Voxel Radiance Fields with Relative Geometric Consistency
Yingjie Xu
Bangzhen Liu
Hao Tang
Bailin Deng
Shengfeng He
19
4
0
26 Mar 2024
NARUTO: Neural Active Reconstruction from Uncertain Target Observations
NARUTO: Neural Active Reconstruction from Uncertain Target Observations
Ziyue Feng
Huangying Zhan
Zheng Chen
Qingan Yan
Xiangyu Xu
Changjiang Cai
Bing Li
Qilun Zhu
Yi Tian Xu
AI4CE
53
14
0
29 Feb 2024
GenNBV: Generalizable Next-Best-View Policy for Active 3D Reconstruction
GenNBV: Generalizable Next-Best-View Policy for Active 3D Reconstruction
Xiao Chen
Quanyi Li
Tai Wang
Tianfan Xue
Jiangmiao Pang
53
8
0
25 Feb 2024
Physical Priors Augmented Event-Based 3D Reconstruction
Physical Priors Augmented Event-Based 3D Reconstruction
Jiaxu Wang
Junhao He
Ziyi Zhang
Renjing Xu
34
7
0
30 Jan 2024
Optimizing Camera Configurations for Multi-View Pedestrian Detection
Optimizing Camera Configurations for Multi-View Pedestrian Detection
Yunzhong Hou
Xingjian Leng
Tom Gedeon
Liang Zheng
32
4
0
04 Dec 2023
A Neural Radiance Field-Based Architecture for Intelligent Multilayered
  View Synthesis
A Neural Radiance Field-Based Architecture for Intelligent Multilayered View Synthesis
D. Dhinakaran
S. M. U. Sankar
G. Elumalai
N. J. Kumar
31
6
0
03 Nov 2023
Estimating 3D Uncertainty Field: Quantifying Uncertainty for Neural
  Radiance Fields
Estimating 3D Uncertainty Field: Quantifying Uncertainty for Neural Radiance Fields
Jianxiong Shen
Ruijie Ren
Adria Ruiz
Francesc Moreno-Noguer
27
10
0
03 Nov 2023
Leveraging Neural Radiance Fields for Uncertainty-Aware Visual
  Localization
Leveraging Neural Radiance Fields for Uncertainty-Aware Visual Localization
Le Chen
Weirong Chen
Rui Wang
Marc Pollefeys
UQCV
30
8
0
10 Oct 2023
High-Degrees-of-Freedom Dynamic Neural Fields for Robot Self-Modeling
  and Motion Planning
High-Degrees-of-Freedom Dynamic Neural Fields for Robot Self-Modeling and Motion Planning
Lennart Schulze
Hod Lipson
33
2
0
05 Oct 2023
How Many Views Are Needed to Reconstruct an Unknown Object Using NeRF?
How Many Views Are Needed to Reconstruct an Unknown Object Using NeRF?
Sicong Pan
Liren Jin
Hao-Feng Hu
Marija Popović
Maren Bennewitz
34
12
0
01 Oct 2023
FG-NeRF: Flow-GAN based Probabilistic Neural Radiance Field for
  Independence-Assumption-Free Uncertainty Estimation
FG-NeRF: Flow-GAN based Probabilistic Neural Radiance Field for Independence-Assumption-Free Uncertainty Estimation
Songlin Wei
Jiazhao Zhang
Yang Wang
Ruben Verborgh
Hao Su
He Wang
AI4CE
20
3
0
28 Sep 2023
Affordance-Driven Next-Best-View Planning for Robotic Grasping
Affordance-Driven Next-Best-View Planning for Robotic Grasping
Xuechao Zhang
Dong Wang
Sun Han
Weichuang Li
Bin Zhao
Zhigang Wang
Xiaoming Duan
Chongrong Fang
Xuelong Li
Jianping He
40
13
0
18 Sep 2023
Active Neural Mapping
Active Neural Mapping
Zike Yan
Haoxiang Yang
H. Zha
8
20
0
30 Aug 2023
Improving NeRF Quality by Progressive Camera Placement for Unrestricted
  Navigation in Complex Environments
Improving NeRF Quality by Progressive Camera Placement for Unrestricted Navigation in Complex Environments
Georgios Kopanas
G. Drettakis
24
13
0
24 Aug 2023
Integrating One-Shot View Planning with a Single Next-Best View via
  Long-Tail Multiview Sampling
Integrating One-Shot View Planning with a Single Next-Best View via Long-Tail Multiview Sampling
Sicong Pan
Hao-Feng Hu
Hui-yi Wei
Nils Dengler
Tobias Zaenker
Murad Dawood
Maren Bennewitz
21
5
0
03 Apr 2023
Active Implicit Object Reconstruction using Uncertainty-guided
  Next-Best-View Optimization
Active Implicit Object Reconstruction using Uncertainty-guided Next-Best-View Optimization
Dongyu Yan
Jianheng Liu
Fengyu Quan
Haoyao Chen
Mengmeng Fu
19
19
0
29 Mar 2023
Adaptive Rotated Convolution for Rotated Object Detection
Adaptive Rotated Convolution for Rotated Object Detection
Yifan Pu
Yiru Wang
Zhuofan Xia
Yizeng Han
Yulin Wang
Weihao Gan
Zidong Wang
S. Song
Gao Huang
20
76
0
14 Mar 2023
NeU-NBV: Next Best View Planning Using Uncertainty Estimation in
  Image-Based Neural Rendering
NeU-NBV: Next Best View Planning Using Uncertainty Estimation in Image-Based Neural Rendering
Liren Jin
Xieyuanli Chen
Julius Ruckin
Marija Popović
47
53
0
02 Mar 2023
ActiveRMAP: Radiance Field for Active Mapping And Planning
ActiveRMAP: Radiance Field for Active Mapping And Planning
Huangying Zhan
Jiyang Zheng
Yi Tian Xu
Ian Reid
Hamid Rezatofighi
AI4CE
21
30
0
23 Nov 2022
Multi-View Photometric Stereo Revisited
Multi-View Photometric Stereo Revisited
Berk Kaya
Suryansh Kumar
C. Oliveira
V. Ferrari
Luc Van Gool
3DV
26
17
0
14 Oct 2022
Robustifying the Multi-Scale Representation of Neural Radiance Fields
Robustifying the Multi-Scale Representation of Neural Radiance Fields
Nishant Jain
Suryansh Kumar
Luc Van Gool
33
6
0
09 Oct 2022
LinK3D: Linear Keypoints Representation for 3D LiDAR Point Cloud
LinK3D: Linear Keypoints Representation for 3D LiDAR Point Cloud
Yunge Cui
Yinlong Zhang
Jiahua Dong
Haibo Sun
Xieyuanli Chen
Feng Zhu
3DPC
19
37
0
13 Jun 2022
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