Learning Signal-Agnostic Manifolds of Neural Fields

11 November 2021

Papers citing "Learning Signal-Agnostic Manifolds of Neural Fields"

42 / 42 papers shown

Title
LIFT: Latent Implicit Functions for Task- and Data-Agnostic Encoding A. Kazerouni Soroush Mehraban Michael Brudno Babak Taati 43 0 0 19 Mar 2025
MedFuncta: Modality-Agnostic Representations Based on Efficient Neural Fields Paul Friedrich Florentin Bieder P. Cattin MedIm 57 0 0 20 Feb 2025
Collaborative Imputation of Urban Time Series through Cross-city Meta-learning Tong Nie Wei Ma Jian-jun Sun Yu Yang Jiannong Cao AI4TS AI4CE 36 0 0 20 Jan 2025
Score-based 3D molecule generation with neural fields Matthieu Kirchmeyer Pedro H. O. Pinheiro Saeed Saremi DiffM 45 0 0 15 Jan 2025
Coordinate In and Value Out: Training Flow Transformers in Ambient Space Yuyang Wang Anurag Ranjan J. Susskind Miguel Angel Bautista 3DPC 73 0 0 05 Dec 2024
MING: A Functional Approach to Learning Molecular Generative Models Van Khoa Nguyen Maciej Falkiewicz Giangiacomo Mercatali Alexandros Kalousis DiffM AI4CE 21 0 0 16 Oct 2024
Disentangled Acoustic Fields For Multimodal Physical Scene Understanding Jie Yin Andrew F. Luo Yilun Du A. Cherian Tim K. Marks Jonathan Le Roux Chuang Gan 47 0 0 16 Jul 2024
Neural Isometries: Taming Transformations for Equivariant ML Thomas W. Mitchel Michael Taylor Vincent Sitzmann 28 0 0 29 May 2024
NITO: Neural Implicit Fields for Resolution-free Topology Optimization A. Nobari Giorgio Giannone Lyle Regenwetter Faez Ahmed AI4CE 30 3 0 07 Feb 2024
DDMI: Domain-Agnostic Latent Diffusion Models for Synthesizing High-Quality Implicit Neural Representations Dogyun Park S. Kim Sojin Lee Hyunwoo J. Kim DiffM 35 7 0 23 Jan 2024
Swallowing the Bitter Pill: Simplified Scalable Conformer Generation Yuyang Wang Ahmed A. A. Elhag Navdeep Jaitly J. Susskind Miguel Angel Bautista DiffM 27 20 0 27 Nov 2023
WildFusion: Learning 3D-Aware Latent Diffusion Models in View Space Katja Schwarz Seung Wook Kim Jun Gao Sanja Fidler Andreas Geiger Karsten Kreis 31 6 0 22 Nov 2023
Generative Neural Fields by Mixtures of Neural Implicit Functions Tackgeun You Mijeong Kim Jungtaek Kim Bohyung Han DiffM 17 5 0 30 Oct 2023
Generative Hyperelasticity with Physics-Informed Probabilistic Diffusion Fields Vahidullah Tac Manuel K Rausch Ilias Bilionis F. Sahli Costabal A. B. Tepole DiffM AI4CE 23 3 0 11 Sep 2023
Neural Latent Geometry Search: Product Manifold Inference via Gromov-Hausdorff-Informed Bayesian Optimization Haitz Sáez de Ocáriz Borde Alvaro Arroyo Ismael Morales Ingmar Posner Xiaowen Dong 20 9 0 09 Sep 2023
Manifold Diffusion Fields Ahmed A. A. Elhag Yuyang Wang J. Susskind Miguel Angel Bautista DiffM AI4CE 36 4 0 24 May 2023
T1: Scaling Diffusion Probabilistic Fields to High-Resolution on Unified Visual Modalities Kangfu Mei Mo Zhou Vishal M. Patel DiffM 18 1 0 24 May 2023
Data-Free Learning of Reduced-Order Kinematics Nicholas Sharp Cristian Romero Alec Jacobson E. Vouga P. Kry David I. W. Levin Justin Solomon AI4CE 25 18 0 05 May 2023
Neural Field Convolutions by Repeated Differentiation Ntumba Elie Nsampi Adarsh Djeacoumar Hans-Peter Seidel Tobias Ritschel Thomas Leimkuhler 16 6 0 04 Apr 2023
$$\infty$-Diff: Infinite Resolution Diffusion with Subsampled Mollified States$ $\infty$ -Diff: Infinite Resolution Diffusion with Subsampled Mollified States Sam Bond-Taylor Chris G. Willcocks 32 15 0 31 Mar 2023
HyperDiffusion: Generating Implicit Neural Fields with Weight-Space Diffusion Ziya Erkoç Fangchang Ma Qi Shan Matthias Nießner Angela Dai DiffM 36 123 0 29 Mar 2023
Projections of Model Spaces for Latent Graph Inference Haitz Sáez de Ocáriz Borde Alvaro Arroyo Ingmar Posner 21 9 0 21 Mar 2023
3D Concept Learning and Reasoning from Multi-View Images Yining Hong Chun-Tse Lin Yilun Du Zhenfang Chen J. Tenenbaum Chuang Gan 3DV 20 51 0 20 Mar 2023
Diffusion Probabilistic Fields Peiye Zhuang Samira Abnar Jiatao Gu Alex Schwing Joshua M. Susskind Miguel Angel Bautista DiffM 22 25 0 01 Mar 2023
Variational Autoencoding Neural Operators Jacob H. Seidman Georgios Kissas George J. Pappas P. Perdikaris DRL AI4CE 25 7 0 20 Feb 2023
Deep Learning on Implicit Neural Representations of Shapes Luca de Luigi Adriano Cardace Riccardo Spezialetti Pierluigi Zama Ramirez Samuele Salti Luigi Di Stefano 21 46 0 10 Feb 2023
AV-NeRF: Learning Neural Fields for Real-World Audio-Visual Scene Synthesis Susan Liang Chao Huang Yapeng Tian Anurag Kumar Chenliang Xu VGen 32 27 0 04 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
TINC: Tree-structured Implicit Neural Compression Runzhao Yang Tingxiong Xiao Yuxiao Cheng J. Suo Qionghai Dai 31 11 0 12 Nov 2022
Implicit Neural Spatial Representations for Time-dependent PDEs Honglin Chen Rundi Wu E. Grinspun Changxi Zheng Peter Yichen Chen AI4CE 25 33 0 30 Sep 2022
SCI: A Spectrum Concentrated Implicit Neural Compression for Biomedical Data Runzhao Yang Tingxiong Xiao Yuxiao Cheng Qi Cao Jinyuan Qu J. Suo Qionghai Dai 35 15 0 30 Sep 2022
3D Concept Grounding on Neural Fields Yining Hong Yilun Du Chun-Tse Lin J. Tenenbaum Chuang Gan 21 19 0 13 Jul 2022
CLIP-Actor: Text-Driven Recommendation and Stylization for Animating Human Meshes Youwang Kim Ji-Yeon Kim Tae-Hyun Oh 3DH CLIP 28 48 0 09 Jun 2022
CROM: Continuous Reduced-Order Modeling of PDEs Using Implicit Neural Representations Peter Yichen Chen Jinxu Xiang D. Cho Yue Chang G. Pershing H. Maia Maurizio M. Chiaramonte Kevin Carlberg E. Grinspun AI4CE 23 40 0 06 Jun 2022
Learning Neural Acoustic Fields Andrew F. Luo Yilun Du Michael J. Tarr J. Tenenbaum Antonio Torralba Chuang Gan AI4CE 20 76 0 04 Apr 2022
Pix2NeRF: Unsupervised Conditional $π$ -GAN for Single Image to Neural Radiance Fields Translation Shengqu Cai Anton Obukhov Dengxin Dai Luc Van Gool 24 99 0 26 Feb 2022
From data to functa: Your data point is a function and you can treat it like one Emilien Dupont Hyunjik Kim S. M. Ali Eslami Danilo Jimenez Rezende Dan Rosenbaum TDI 3DPC 175 139 0 28 Jan 2022
Neural Fields in Visual Computing and Beyond Yiheng Xie Towaki Takikawa Shunsuke Saito Or Litany Shiqin Yan Numair Khan Federico Tombari James Tompkin Vincent Sitzmann Srinath Sridhar 3DH 46 613 0 22 Nov 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,777 0 24 Feb 2021
Local Implicit Grid Representations for 3D Scenes C. Jiang Avneesh Sud A. Makadia Jingwei Huang Matthias Nießner Thomas Funkhouser 3DPC 237 558 0 19 Mar 2020
Convolutional Occupancy Networks Songyou Peng Michael Niemeyer L. Mescheder Marc Pollefeys Andreas Geiger 3DV AI4CE 229 971 0 10 Mar 2020
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 233 2,545 0 25 Jan 2016