Transformers as Meta-Learners for Implicit Neural Representations

4 August 2022

Xiaolong Wang

Papers citing "Transformers as Meta-Learners for Implicit Neural Representations"

46 / 46 papers shown

Title
Hyper-Transforming Latent Diffusion Models I. Peis Batuhan Koyuncu Isabel Valera J. Frellsen 27 0 0 23 Apr 2025
SCENT: Robust Spatiotemporal Learning for Continuous Scientific Data via Scalable Conditioned Neural Fields David K. Park Xihaier Luo Guang Zhao Seungjun Lee M. Oprescu Shinjae Yoo AI4TS 27 0 0 16 Apr 2025
Meta-Continual Learning of Neural Fields Seungyoon Woo Junhyeog Yun Gunhee Kim CLL AI4CE 24 1 0 08 Apr 2025
Foundation Models Secretly Understand Neural Network Weights: Enhancing Hypernetwork Architectures with Foundation Models Jeffrey Gu Serena Yeung-Levy AI4CE 29 0 0 02 Mar 2025
Adversarial Robustness in Parameter-Space Classifiers Tamir Shor Ethan Fetaya Chaim Baskin A. Bronstein AAML OOD 108 0 0 27 Feb 2025
Geometric Neural Process Fields Wenzhe Yin Zehao Xiao Jiayi Shen Yunlu Chen Cees G. M. Snoek J. Sonke E. Gavves AI4CE 41 0 0 04 Feb 2025
Where Do We Stand with Implicit Neural Representations? A Technical and Performance Survey Amer Essakine Yanqi Cheng Chun-Wun Cheng Lipei Zhang Zhongying Deng Lei Zhu Carola-Bibiane Schonlieb Angelica I Aviles-Rivero 47 5 0 06 Nov 2024
Fast Training of Sinusoidal Neural Fields via Scaling Initialization Taesun Yeom Sangyoon Lee Jaeho Lee 53 2 0 07 Oct 2024
OPONeRF: One-Point-One NeRF for Robust Neural Rendering Yu Zheng Yueqi Duan Kangfu Zheng Hongru Yan Jiwen Lu Jie Zhou 24 0 0 30 Sep 2024
Fast Encoding and Decoding for Implicit Video Representation Hao Chen Saining Xie Ser-Nam Lim Abhinav Shrivastava 26 1 0 28 Sep 2024
Streaming Neural Images Marcos V. Conde Andy Bigos Radu Timofte 29 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 65 1 0 15 Sep 2024
FewShotNeRF: Meta-Learning-based Novel View Synthesis for Rapid Scene-Specific Adaptation Piraveen Sivakumar Paul Janson Jathushan Rajasegaran Thanuja D. Ambegoda 35 1 0 09 Aug 2024
Latent-INR: A Flexible Framework for Implicit Representations of Videos with Discriminative Semantics Shishira R. Maiya Anubhav Gupta M. Gwilliam Max Ehrlich Abhinav Shrivastava 33 3 1 05 Aug 2024
Attention Beats Linear for Fast Implicit Neural Representation Generation Shuyi Zhang Ke Liu Jingjun Gu Xiaoxu Cai Zhihua Wang Jiajun Bu Haishuai Wang 34 1 0 22 Jul 2024
Generalizable Implicit Motion Modeling for Video Frame Interpolation Zujin Guo Wei Li Chen Change Loy 32 2 0 11 Jul 2024
UltraPixel: Advancing Ultra-High-Resolution Image Synthesis to New Peaks Jingjing Ren Wenbo Li Haoyu Chen Renjing Pei Bin Shao Yong Guo Long Peng Fenglong Song Lei Zhu 38 18 0 02 Jul 2024
Extreme Compression of Adaptive Neural Images Leo Hoshikawa Marcos V. Conde Takeshi Ohashi Atsushi Irie 32 1 0 27 May 2024
Implicit Neural Representations for Robust Joint Sparse-View CT Reconstruction Jiayang Shi Junyi Zhu D. Pelt K. Batenburg Matthew B. Blaschko 24 3 0 03 May 2024
Latent Modulated Function for Computational Optimal Continuous Image Representation Zongyao He Zhi Jin SupR 22 11 0 25 Apr 2024
Unsupervised Occupancy Learning from Sparse Point Cloud Amine Ouasfi A. Boukhayma 36 12 0 03 Apr 2024
DNAct: Diffusion Guided Multi-Task 3D Policy Learning Ge Yan Yueh-hua Wu Xiaolong Wang VGen 27 20 0 07 Mar 2024
Dream360: Diverse and Immersive Outdoor Virtual Scene Creation via Transformer-Based 360 Image Outpainting Hao Ai Zidong Cao H. Lu Chen Chen Jiancang Ma Pengyuan Zhou Tae-Kyun Kim Pan Hui Lin Wang 35 3 0 19 Jan 2024
Explaining the Implicit Neural Canvas: Connecting Pixels to Neurons by Tracing their Contributions Namitha Padmanabhan M. Gwilliam Pulkit Kumar Shishira R. Maiya Max Ehrlich Abhinav Shrivastava 35 2 1 18 Jan 2024
SHAP-EDITOR: Instruction-guided Latent 3D Editing in Seconds Minghao Chen Junyu Xie Iro Laina Andrea Vedaldi KELM 42 9 0 14 Dec 2023
A Compact Implicit Neural Representation for Efficient Storage of Massive 4D Functional Magnetic Resonance Imaging Ruoran Li Runzhao Yang Wenxin Xiang Yuxiao Cheng Tingxiong Xiao J. Suo AI4CE 19 0 0 30 Nov 2023
Robustifying Generalizable Implicit Shape Networks with a Tunable Non-Parametric Model Amine Ouasfi A. Boukhayma 3DPC OOD 34 9 0 21 Nov 2023
A Meta-Learning Perspective on Transformers for Causal Language Modeling Xinbo Wu L. Varshney 16 6 0 09 Oct 2023
Locality-Aware Generalizable Implicit Neural Representation Doyup Lee Chiheon Kim Minsu Cho Wook-Shin Han 30 12 0 09 Oct 2023
TextField3D: Towards Enhancing Open-Vocabulary 3D Generation with Noisy Text Fields Tianyu Huang Yihan Zeng Bowen Dong Hang Xu Songcen Xu Rynson W. H. Lau Wangmeng Zuo DiffM 21 9 0 29 Sep 2023
Generalizable Neural Fields as Partially Observed Neural Processes Jeffrey Gu Kuan-Chieh Jackson Wang Serena Yeung AI4CE 23 4 0 13 Sep 2023
GNFactor: Multi-Task Real Robot Learning with Generalizable Neural Feature Fields Yanjie Ze Ge Yan Yueh-hua Wu Annabella Macaluso Yuying Ge Jianglong Ye Nicklas Hansen Li Erran Li X. Wang DiffM AI4CE 12 80 0 31 Aug 2023
Memory Efficient Neural Processes via Constant Memory Attention Block Leo Feng Frederick Tung Hossein Hajimirsadeghi Yoshua Bengio Mohamed Osama Ahmed 18 5 0 23 May 2023
Shap-E: Generating Conditional 3D Implicit Functions Heewoo Jun Alex Nichol DiffM 192 309 0 03 May 2023
Representing Volumetric Videos as Dynamic MLP Maps Sida Peng Yunzhi Yan Qing Shuai Hujun Bao Xiaowei Zhou 41 55 0 13 Apr 2023
FeatureNeRF: Learning Generalizable NeRFs by Distilling Foundation Models Jianglong Ye Naiyan Wang X. Wang DiffM 40 41 0 22 Mar 2023
HyperPose: Hypernetwork-Infused Camera Pose Localization and an Extended Cambridge Landmarks Dataset Ron Ferens Y. Keller ViT 10 2 0 05 Mar 2023
Hypernetworks build Implicit Neural Representations of Sounds Filip Szatkowski Karol J. Piczak Przemtslaw Spurek Jacek Tabor Tomasz Trzciñski 22 11 0 09 Feb 2023
Learning Large-scale Neural Fields via Context Pruned Meta-Learning Jihoon Tack Subin Kim Sihyun Yu Jaeho Lee Jinwoo Shin Jonathan Richard Schwarz 18 9 0 01 Feb 2023
Versatile Neural Processes for Learning Implicit Neural Representations Zongyu Guo Cuiling Lan Zhizheng Zhang Yan Lu Zhibo Chen 19 13 0 21 Jan 2023
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 36 40 0 30 Dec 2022
Generalizable Implicit Neural Representations via Instance Pattern Composers Chiheon Kim Doyup Lee Saehoon Kim Minsu Cho Wook-Shin Han AI4CE 13 24 0 23 Nov 2022
Neural Sparse Voxel Fields Lingjie Liu Jiatao Gu Kyaw Zaw Lin Tat-Seng Chua Christian Theobalt 186 1,242 0 22 Jul 2020
Local Implicit Grid Representations for 3D Scenes C. Jiang Avneesh Sud A. Makadia Jingwei Huang Matthias Nießner Thomas Funkhouser 3DPC 214 558 0 19 Mar 2020
Convolutional Occupancy Networks Songyou Peng Michael Niemeyer L. Mescheder Marc Pollefeys Andreas Geiger 3DV AI4CE 212 968 0 10 Mar 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 243 11,659 0 09 Mar 2017