Spatial Functa: Scaling Functa to ImageNet Classification and Generation

6 February 2023

Jonathan Richard Schwarz

Hyunjik Kim

DiffM

ArXiv PDF HTML

Papers citing "Spatial Functa: Scaling Functa to ImageNet Classification and Generation"

37 / 37 papers shown

Title
Efficient Neural Video Representation with Temporally Coherent Modulation Seungjun Shin S. Kim Dokwan Oh 27 0 0 01 May 2025
Hyper-Transforming Latent Diffusion Models I. Peis Batuhan Koyuncu Isabel Valera J. Frellsen 34 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
End-to-End Implicit Neural Representations for Classification Alexander Gielisse J. C. V. Gemert 42 0 0 23 Mar 2025
ARC: Anchored Representation Clouds for High-Resolution INR Classification Joost Luijmes Alexander Gielisse Roman Knyazhitskiy J. C. V. Gemert 47 1 0 19 Mar 2025
LIFT: Latent Implicit Functions for Task- and Data-Agnostic Encoding A. Kazerouni Soroush Mehraban Michael Brudno Babak Taati 41 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
Score-based 3D molecule generation with neural fields Matthieu Kirchmeyer Pedro H. O. Pinheiro Saeed Saremi DiffM 43 0 0 15 Jan 2025
Level-Set Parameters: Novel Representation for 3D Shape Analysis Huan Lei Hongdong Li Andreas Geiger Anthony Dick 69 0 0 18 Dec 2024
Coordinate In and Value Out: Training Flow Transformers in Ambient Space Yuyang Wang Anurag Ranjan J. Susskind Miguel Angel Bautista 3DPC 71 0 0 05 Dec 2024
SegINR: Segment-wise Implicit Neural Representation for Sequence Alignment in Neural Text-to-Speech Minchan Kim Myeonghun Jeong Joun Yeop Lee Nam Soo Kim 18 0 0 07 Oct 2024
Monomial Matrix Group Equivariant Neural Functional Networks Hoang V. Tran Thieu N. Vo Tho H. Tran An T. Nguyen Tan M. Nguyen 54 5 0 18 Sep 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 35 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 40 1 0 22 Jul 2024
MNeRV: A Multilayer Neural Representation for Videos Qingling Chang Haohui Yu Shuxuan Fu Zhiqiang Zeng Chuangquan Chen 31 0 0 10 Jul 2024
Implicit-Zoo: A Large-Scale Dataset of Neural Implicit Functions for 2D Images and 3D Scenes Qi Ma Danda Pani Paudel E. Konukoglu Luc Van Gool 38 6 0 25 Jun 2024
Scale Equivariant Graph Metanetworks Ioannis Kalogeropoulos Giorgos Bouritsas Yannis Panagakis 44 6 0 15 Jun 2024
Space-Time Continuous PDE Forecasting using Equivariant Neural Fields David M. Knigge David R. Wessels Riccardo Valperga Samuele Papa J. Sonke E. Gavves Erik J. Bekkers AI4CE 28 4 0 10 Jun 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 38 7 0 09 Jun 2024
AROMA: Preserving Spatial Structure for Latent PDE Modeling with Local Neural Fields Louis Serrano Thomas X. Wang E. L. Naour Jean-Noël Vittaut Patrick Gallinari 27 5 0 04 Jun 2024
ASMR: Activation-sharing Multi-resolution Coordinate Networks For Efficient Inference Jason Chun Lok Li Steven Tin Sui Luo Le Xu Ngai Wong 16 4 0 20 May 2024
CINA: Conditional Implicit Neural Atlas for Spatio-Temporal Representation of Fetal Brains Maik Dannecker V. Kyriakopoulou Lucilio Cordero-Grande Anthony N. Price Joseph V. Hajnal Daniel Rueckert 22 1 0 13 Mar 2024
Online Adaptation of Language Models with a Memory of Amortized Contexts Jihoon Tack Jaehyung Kim Eric Mitchell Jinwoo Shin Yee Whye Teh Jonathan Richard Schwarz KELM 42 18 0 07 Mar 2024
How to Train Neural Field Representations: A Comprehensive Study and Benchmark Samuele Papa Riccardo Valperga David M. Knigge Miltiadis Kofinas Phillip Lippe J. Sonke E. Gavves 27 7 0 16 Dec 2023
Graph Metanetworks for Processing Diverse Neural Architectures Derek Lim Haggai Maron Marc T. Law Jonathan Lorraine James Lucas AI4CE 29 30 0 07 Dec 2023
Improved Positional Encoding for Implicit Neural Representation based Compact Data Representation B. Damodaran Francois Schnitzler Anne Lambert Pierre Hellier 27 1 0 10 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
Locality-Aware Generalizable Implicit Neural Representation Doyup Lee Chiheon Kim Minsu Cho Wook-Shin Han 30 12 0 09 Oct 2023
Neural Modulation Fields for Conditional Cone Beam Neural Tomography Samuele Papa David M. Knigge Riccardo Valperga N. Moriakov Miltos Kofinas J. Sonke E. Gavves 36 3 0 17 Jul 2023
Manifold Diffusion Fields Ahmed A. A. Elhag Yuyang Wang J. Susskind Miguel Angel Bautista DiffM AI4CE 36 6 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
Neural Functional Transformers Allan Zhou Kaien Yang Yiding Jiang Kaylee Burns Winnie Xu Samuel Sokota J. Zico Kolter Chelsea Finn 16 31 0 22 May 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
Meta-Learning Sparse Compression Networks Jonathan Richard Schwarz Yee Whye Teh 54 25 0 18 May 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 173 139 0 28 Jan 2022
FlexConv: Continuous Kernel Convolutions with Differentiable Kernel Sizes David W. Romero Robert-Jan Bruintjes Jakub M. Tomczak Erik J. Bekkers Mark Hoogendoorn J. C. V. Gemert 80 81 0 15 Oct 2021
Local Implicit Grid Representations for 3D Scenes C. Jiang Avneesh Sud A. Makadia Jingwei Huang Matthias Nießner Thomas Funkhouser 3DPC 216 558 0 19 Mar 2020