Learned Initializations for Optimizing Coordinate-Based Neural Representations

3 December 2020

Papers citing "Learned Initializations for Optimizing Coordinate-Based Neural Representations"

50 / 73 papers shown

Title
QuickSplat: Fast 3D Surface Reconstruction via Learned Gaussian Initialization Yueh-Cheng Liu Lukas Höllein Matthias Nießner Angela Dai 3DGS 29 0 0 08 May 2025
Generating visual explanations from deep networks using implicit neural representations Michal Byra Henrik Skibbe GAN FAtt 29 0 0 20 Jan 2025
CrossModalityDiffusion: Multi-Modal Novel View Synthesis with Unified Intermediate Representation Alex Berian Daniel Brignac JhihYang Wu Natnael Daba Abhijit Mahalanobis DiffM 54 1 0 20 Jan 2025
MetaNeRV: Meta Neural Representations for Videos with Spatial-Temporal Guidance Jialong Guo Ke Liu Jiangchao Yao Zhihua Wang Jiajun Bu Haishuai Wang AI4TS 44 0 0 20 Jan 2025
CAD-NeRF: Learning NeRFs from Uncalibrated Few-view Images by CAD Model Retrieval Xin Wen Xuening Zhu Renjiao Yi Z. T. Wang Chenyang Zhu K. Xu 62 1 0 05 Nov 2024
Fast Training of Sinusoidal Neural Fields via Scaling Initialization Taesun Yeom Sangyoon Lee Jaeho Lee 53 2 0 07 Oct 2024
Streaming Neural Images Marcos V. Conde Andy Bigos Radu Timofte 31 0 0 25 Sep 2024
Learning Transferable Features for Implicit Neural Representations Kushal Vyas Ahmed Imtiaz Humayun Aniket Dashpute Richard G. Baraniuk Ashok Veeraraghavan Guha Balakrishnan OOD 96 1 0 15 Sep 2024
Grounding Continuous Representations in Geometry: Equivariant Neural Fields David R. Wessels David M. Knigge Samuele Papa Riccardo Valperga Sharvaree P. Vadgama E. Gavves Erik J. Bekkers 47 7 0 09 Jun 2024
Implicit Neural Representations for Robust Joint Sparse-View CT Reconstruction Jiayang Shi Junyi Zhu D. Pelt K. Batenburg Matthew B. Blaschko 35 3 0 03 May 2024
CodecNeRF: Toward Fast Encoding and Decoding, Compact, and High-quality Novel-view Synthesis Gyeongjin Kang Younggeun Lee Seungjun Oh Eunbyung Park VGen 32 1 0 07 Apr 2024
Federated Multi-Agent Mapping for Planetary Exploration Tiberiu-Ioan Szatmari Abhishek Cauligi FedML AI4CE 37 0 0 02 Apr 2024
INPC: Implicit Neural Point Clouds for Radiance Field Rendering Florian Hahlbohm Linus Franke Moritz Kappel Susana Castillo Marc Stamminger M. Magnor Marcus Magnor 3DPC 64 4 0 25 Mar 2024
Meta ControlNet: Enhancing Task Adaptation via Meta Learning Junjie Yang Jinze Zhao Peihao Wang Zhangyang Wang Yingbin Liang 31 2 0 03 Dec 2023
In Search of a Data Transformation That Accelerates Neural Field Training Junwon Seo Sangyoon Lee Kwang In Kim Jaeho Lee 39 3 0 28 Nov 2023
IMJENSE: Scan-specific Implicit Representation for Joint Coil Sensitivity and Image Estimation in Parallel MRI Rui-jun Feng Qing Wu Jie Feng Huajun She Chunlei Liu Yuyao Zhang Hongjiang Wei 21 23 0 21 Nov 2023
CADSim: Robust and Scalable in-the-wild 3D Reconstruction for Controllable Sensor Simulation Jingkang Wang S. Manivasagam Yun Chen Ze Yang Ioan Andrei Bârsan A. Yang Wei-Chiu Ma R. Urtasun 3DV 40 24 0 02 Nov 2023
FPO++: Efficient Encoding and Rendering of Dynamic Neural Radiance Fields by Analyzing and Enhancing Fourier PlenOctrees Saskia Rabich P. Stotko Reinhard Klein 13 4 0 31 Oct 2023
Reconstructive Latent-Space Neural Radiance Fields for Efficient 3D Scene Representations Tristan Aumentado-Armstrong Ashkan Mirzaei Marcus A. Brubaker J. Kelly Alex Levinshtein Konstantinos G. Derpanis Igor Gilitschenski 32 4 0 27 Oct 2023
Hypernetwork-based Meta-Learning for Low-Rank Physics-Informed Neural Networks Woojin Cho Kookjin Lee Donsub Rim Noseong Park AI4CE PINN 29 16 0 14 Oct 2023
AltNeRF: Learning Robust Neural Radiance Field via Alternating Depth-Pose Optimization Kun Wang Zhiqiang Yan Huang Tian Zhenyu Zhang Xiang Li Jun Yu Li Jian Yang 33 3 0 19 Aug 2023
InstantAvatar: Efficient 3D Head Reconstruction via Surface Rendering Antonio Canela Pol Caselles Inshah Malik Eduard Ramon Jaime García Jordi Sánchez-Riera G. Triginer Francesc Moreno-Noguer 3DH 22 2 0 09 Aug 2023
FaceCLIPNeRF: Text-driven 3D Face Manipulation using Deformable Neural Radiance Fields S. Hwang J. Hyung Daejin Kim Minjeong Kim Jaegul Choo 3DH CLIP CVBM 56 11 0 21 Jul 2023
Cascaded Local Implicit Transformer for Arbitrary-Scale Super-Resolution Haoming Chen Yu-Syuan Xu Minui Hong Yi-Min Tsai Hsien-Kai Kuo Chun-Yi Lee OffRL 36 46 0 29 Mar 2023
Distributed Neural Representation for Reactive in situ Visualization Qi Wu J. Insley V. Mateevitsi S. Rizzi M. Papka Kwan-Liu Ma 24 1 0 28 Mar 2023
Harnessing Low-Frequency Neural Fields for Few-Shot View Synthesis Liangchen Song Zhong Li Xuan Gong Lele Chen Z. Chen Yinghao Xu Junsong Yuan 62 6 0 15 Mar 2023
3D-aware Conditional Image Synthesis Kangle Deng Gengshan Yang Deva Ramanan Junchen Zhu 21 29 0 16 Feb 2023
Train Hard, Fight Easy: Robust Meta Reinforcement Learning Ido Greenberg Shie Mannor Gal Chechik E. Meirom OffRL OOD 19 6 0 26 Jan 2023
Noncommutative $C^$ -algebra Net: Learning Neural Networks with Powerful Product Structure in $C^$ -algebra Ryuichiro Hataya Yuka Hashimoto 39 4 0 26 Jan 2023
Rewarded meta-pruning: Meta Learning with Rewards for Channel Pruning Athul Shibu Abhishek Kumar Heechul Jung Dong-Gyu Lee 9 1 0 26 Jan 2023
Modality-Agnostic Variational Compression of Implicit Neural Representations Jonathan Richard Schwarz Jihoon Tack Yee Whye Teh Jaeho Lee Jinwoo Shin 26 25 0 23 Jan 2023
Spatiotemporal implicit neural representation for unsupervised dynamic MRI reconstruction Jie Feng Rui-jun Feng Qing Wu Zhiyong Zhang Yuyao Zhang Hongjiang Wei 15 22 0 31 Dec 2022
NIRVANA: Neural Implicit Representations of Videos with Adaptive Networks and Autoregressive Patch-wise Modeling Shishira R. Maiya Sharath Girish Max Ehrlich Hanyu Wang Kwot Sin Lee Patrick Poirson Pengxiang Wu Chen Wang Abhinav Shrivastava VGen 47 40 0 30 Dec 2022
Masked Wavelet Representation for Compact Neural Radiance Fields Daniel Rho Byeonghyeon Lee Seungtae Nam J. Lee J. Ko Eunbyung Park 41 52 0 18 Dec 2022
Generalizable Implicit Neural Representations via Instance Pattern Composers Chiheon Kim Doyup Lee Saehoon Kim Minsu Cho Wook-Shin Han AI4CE 20 24 0 23 Nov 2022
TINC: Tree-structured Implicit Neural Compression Runzhao Yang Tingxiong Xiao Yuxiao Cheng J. Suo Qionghai Dai 31 11 0 12 Nov 2022
Compressing Explicit Voxel Grid Representations: fast NeRFs become also small C. Deng Enzo Tartaglione GNN 26 52 0 23 Oct 2022
MetaEMS: A Meta Reinforcement Learning-based Control Framework for Building Energy Management System Huiliang Zhang Di Wu Benoit Boulet 21 6 0 23 Oct 2022
Scale-Agnostic Super-Resolution in MRI using Feature-Based Coordinate Networks Dave Van Veen Rogier van der Sluijs Batu Mehmet Ozturkler Arjun D Desai Christian Blüthgen ... Gordon Wetzstein David B. Lindell S. Vasanawala John M. Pauly Akshay S. Chaudhari SupR MedIm 23 7 0 17 Oct 2022
Self-improving Multiplane-to-layer Images for Novel View Synthesis P. Solovev Taras Khakhulin Denis Korzhenkov 35 9 0 04 Oct 2022
MetaDIP: Accelerating Deep Image Prior with Meta Learning Kevin Zhang Mingyang Xie Maharshi Gor Yi-Ting Chen Yvonne Zhou Christopher A. Metzler AI4CE 18 5 0 18 Sep 2022
Multi-NeuS: 3D Head Portraits from Single Image with Neural Implicit Functions Egor Burkov Ruslan Rakhimov Aleksandr Safin Evgeny Burnaev Victor Lempitsky 3DH 21 7 0 07 Sep 2022
Transformers as Meta-Learners for Implicit Neural Representations Yinbo Chen Xiaolong Wang AI4CE 24 60 0 04 Aug 2022
Look at Adjacent Frames: Video Anomaly Detection without Offline Training Yuqi Ouyang Guodong Shen Victor Sanchez OffRL 23 4 0 27 Jul 2022
E-NeRV: Expedite Neural Video Representation with Disentangled Spatial-Temporal Context Zizhang Li Mengmeng Wang Huaijin Pi Kechun Xu Jianbiao Mei Yong Liu 23 70 0 17 Jul 2022
Neural Implicit Dictionary via Mixture-of-Expert Training Peihao Wang Zhiwen Fan Tianlong Chen Zhangyang Wang 22 12 0 08 Jul 2022
Aug-NeRF: Training Stronger Neural Radiance Fields with Triple-Level Physically-Grounded Augmentations Tianlong Chen Peihao Wang Zhiwen Fan Zhangyang Wang 36 55 0 04 Jul 2022
RTMV: A Ray-Traced Multi-View Synthetic Dataset for Novel View Synthesis Jonathan Tremblay Moustafa Meshry Alex Evans Jan Kautz A. Keller ... Charles T. Loop N. Morrical Koki Nagano Towaki Takikawa Stan Birchfield 40 31 0 14 May 2022
Control-NeRF: Editable Feature Volumes for Scene Rendering and Manipulation Verica Lazova V. Guzov Kyle Olszewski Sergey Tulyakov Gerard Pons-Moll 29 76 0 22 Apr 2022
Sensing Theorems for Unsupervised Learning in Linear Inverse Problems Julián Tachella Dongdong Chen Mike Davies SSL 22 23 0 23 Mar 2022