Beyond Periodicity: Towards a Unifying Framework for Activations in Coordinate-MLPs

30 November 2021

Papers citing "Beyond Periodicity: Towards a Unifying Framework for Activations in Coordinate-MLPs"

50 / 86 papers shown

Title
Gradient Descent as a Shrinkage Operator for Spectral Bias Simon Lucey 38 0 0 25 Apr 2025
I-INR: Iterative Implicit Neural Representations Ali Haider Muhammad Salman Ali Maryam Qamar Tahir Khalil Soo Ye Kim Jihyong Oh Enzo Tartaglione Sung-Ho Bae 47 0 0 24 Apr 2025
Efficient Implicit Neural Compression of Point Clouds via Learnable Activation in Latent Space Yichi Zhang Qianqian Yang 3DPC AI4CE 37 0 0 20 Apr 2025
Exploring Kernel Transformations for Implicit Neural Representations Sheng Zheng Chaoning Zhang Dongshen Han Fachrina Dewi Puspitasari Xinhong Hao Yang Yang H. Shen 39 0 0 07 Apr 2025
Unveiling the Potential of Superexpressive Networks in Implicit Neural Representations Uvini Balasuriya Mudiyanselage Woojin Cho Minju Jo Noseong Park Kookjin Lee 47 0 0 27 Mar 2025
SINR: Sparsity Driven Compressed Implicit Neural Representations Dhananjaya Jayasundara Sudarshan Rajagopalan Y. Ranasinghe Trac D. Tran Vishal M. Patel 49 0 0 25 Mar 2025
LookCloser: Frequency-aware Radiance Field for Tiny-Detail Scene Xiaoyu Zhang Weihong Pan Chong Bao Xiyu Zhang Xiaojun Xiang Hanqing Jiang Hujun Bao 47 0 0 24 Mar 2025
End-to-End Implicit Neural Representations for Classification Alexander Gielisse J. C. V. Gemert 47 0 0 23 Mar 2025
ARC: Anchored Representation Clouds for High-Resolution INR Classification Joost Luijmes Alexander Gielisse Roman Knyazhitskiy J. C. V. Gemert 49 1 0 19 Mar 2025
LIFT: Latent Implicit Functions for Task- and Data-Agnostic Encoding A. Kazerouni Soroush Mehraban Michael Brudno Babak Taati 43 0 0 19 Mar 2025
MetricGrids: Arbitrary Nonlinear Approximation with Elementary Metric Grids based Implicit Neural Representation Shu Wang Yanbo Gao Shuai Li Chong Lv Xun Cai Chuankun Li Hui Yuan Jingyang Zhang 60 0 0 13 Mar 2025
Do We Always Need the Simplicity Bias? Looking for Optimal Inductive Biases in the Wild Damien Teney Liangze Jiang Florin Gogianu Ehsan Abbasnejad 169 0 0 13 Mar 2025
SASNet: Spatially-Adaptive Sinusoidal Neural Networks Haoan Feng Diana Aldana Tiago Novello L. Floriani 54 0 0 12 Mar 2025
Gaussian RBFNet: Gaussian Radial Basis Functions for Fast and Accurate Representation and Reconstruction of Neural Fields Abdelaziz Bouzidi Hamid Laga Hazem Wannous 3DGS 3DV 50 0 0 09 Mar 2025
Towards Lossless Implicit Neural Representation via Bit Plane Decomposition Woo Kyoung Han Byeonghun Lee Hyunmin Cho Sunghoon Im Kyong Hwan Jin MQ 147 0 0 28 Feb 2025
STAF: Sinusoidal Trainable Activation Functions for Implicit Neural Representation Alireza Morsali MohammadJavad Vaez Hossein Soltani A. Kazerouni Babak Taati Morteza Mohammad-Noori 138 1 0 02 Feb 2025
Enhancing Implicit Neural Representations via Symmetric Power Transformation Weixiang Zhang Shuzhao Xie Chengwei Ren Shijia Ge Mingzi Wang Zhi Wang 79 2 0 12 Dec 2024
Superpixel-informed Implicit Neural Representation for Multi-Dimensional Data Jiayi Li Xile Zhao Jianli Wang Chao Wang Min Wang 74 1 0 18 Nov 2024
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 52 6 0 06 Nov 2024
Predicting the Encoding Error of SIRENs Jeremy Vonderfecht Feng Liu AI4CE 40 3 0 29 Oct 2024
Neural Experts: Mixture of Experts for Implicit Neural Representations Yizhak Ben-Shabat Chamin Pasidu Hewa Koneputugodage Sameera Ramasinghe Stephen Gould 16 0 0 29 Oct 2024
A neural network approach for solving the Monge-Ampère equation with transport boundary condition Roel Hacking Lisa Kusch Koondanibha Mitra M. Anthonissen W. IJzerman 31 0 0 25 Oct 2024
FreSh: Frequency Shifting for Accelerated Neural Representation Learning Adam Kania Marko Mihajlovic Sergey Prokudin Jacek Tabor Przemysław Spurek 25 1 0 07 Oct 2024
H-SIREN: Improving implicit neural representations with hyperbolic periodic functions Rui Gao R. Jaiman AI4CE 33 2 0 07 Oct 2024
Fast Training of Sinusoidal Neural Fields via Scaling Initialization Taesun Yeom Sangyoon Lee Jaeho Lee 58 2 0 07 Oct 2024
$SL$^{2}$A-INR: Single-Layer Learnable Activation for Implicit Neural Representation$ SL $^{2}$ A-INR: Single-Layer Learnable Activation for Implicit Neural Representation Moein Heidari Reza Rezaeian Reza Azad Dorit Merhof Hamid Soltanian-Zadeh I. Hacihaliloglu 49 2 0 17 Sep 2024
Implicit Neural Representations with Fourier Kolmogorov-Arnold Networks Ali Mehrabian Parsa Mojarad Adi Moein Heidari I. Hacihaliloglu 38 3 0 14 Sep 2024
Expansive Supervision for Neural Radiance Field Weixiang Zhang Shuzhao Xie Shijia Ge Wei Yao Chen Tang Zhi Wang 41 1 0 12 Sep 2024
A Latent Implicit 3D Shape Model for Multiple Levels of Detail Benoît Guillard Marc Habermann Christian Theobalt Pascal Fua 3DV 54 1 0 10 Sep 2024
SeCo-INR: Semantically Conditioned Implicit Neural Representations for Improved Medical Image Super-Resolution Mevan Ekanayake Zhifeng Chen Gary Egan Mehrtash Harandi Z. Chen SupR 32 0 0 02 Sep 2024
FINER++: Building a Family of Variable-periodic Functions for Activating Implicit Neural Representation Hao Zhu Zhen Liu Qi Zhang Jingde Fu Weibing Deng Zhan Ma Yanwen Guo Xun Cao 69 1 0 28 Jul 2024
Towards the Spectral bias Alleviation by Normalizations in Coordinate Networks Zhicheng Cai Hao Zhu Qiu Shen Xinran Wang Xun Cao 41 0 0 25 Jul 2024
MomentsNeRF: Leveraging Orthogonal Moments for Few-Shot Neural Rendering Ahmad AlMughrabi Ricardo Marques P. Radeva 44 0 0 02 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 40 6 0 25 Jun 2024
Model-based learning for multi-antenna multi-frequency location-to-channel mapping Baptiste Chatelier Vincent Corlay M. Crussiére Luc Le Magoarou 31 1 0 17 Jun 2024
ReLUs Are Sufficient for Learning Implicit Neural Representations Joseph Shenouda Yamin Zhou Robert D. Nowak 30 5 0 04 Jun 2024
SpikeMM: Flexi-Magnification of High-Speed Micro-Motions Baoyue Zhang Yajing Zheng Shiyan Chen Jiyuan Zhang Kang Chen Zhaofei Yu Tiejun Huang 25 0 0 01 Jun 2024
Hyperspectral and multispectral image fusion with arbitrary resolution through self-supervised representations Tingting Wang Zipei Yan Jizhou Li Xile Zhao Chao Wang Michael K. Ng 49 0 0 28 May 2024
Understanding the dynamics of the frequency bias in neural networks Juan Molina Mircea Petrache F. Sahli Costabal Matías Courdurier 35 1 0 23 May 2024
HOIN: High-Order Implicit Neural Representations Yang Chen Ruituo Wu Yipeng Liu Ce Zhu 24 2 0 23 Apr 2024
Deep Phase Coded Image Prior Nimrod Shabtay Eli Schwartz Raja Giryes 41 0 0 05 Apr 2024
From Activation to Initialization: Scaling Insights for Optimizing Neural Fields Hemanth Saratchandran Sameera Ramasinghe Simon Lucey AI4CE 38 1 0 28 Mar 2024
GaussianImage: 1000 FPS Image Representation and Compression by 2D Gaussian Splatting Xinjie Zhang Xingtong Ge Tongda Xu Dailan He Yan Wang Hongwei Qin Guo Lu Jing Geng Jun Zhang 3DGS 41 22 0 13 Mar 2024
Neural Redshift: Random Networks are not Random Functions Damien Teney A. Nicolicioiu Valentin Hartmann Ehsan Abbasnejad 103 18 0 04 Mar 2024
Probabilistic Lipschitzness and the Stable Rank for Comparing Explanation Models Lachlan Simpson Kyle Millar A. Cheng Cheng-Chew Lim Hong-Gunn Chew BDL FAtt 26 2 0 29 Feb 2024
Preconditioners for the Stochastic Training of Implicit Neural Representations Shin-Fang Chng Hemanth Saratchandran Simon Lucey 26 0 0 13 Feb 2024
RBF-PINN: Non-Fourier Positional Embedding in Physics-Informed Neural Networks Chengxi Zeng T. Burghardt A. Gambaruto AI4CE 13 3 0 13 Feb 2024
Feature Mapping in Physics-Informed Neural Networks (PINNs) Chengxi Zeng T. Burghardt A. Gambaruto 41 1 0 10 Feb 2024
A Sampling Theory Perspective on Activations for Implicit Neural Representations Hemanth Saratchandran Sameera Ramasinghe Violetta Shevchenko Alexander Long Simon Lucey 25 9 0 08 Feb 2024
Analyzing the Neural Tangent Kernel of Periodically Activated Coordinate Networks Hemanth Saratchandran Shin-Fang Chng Simon Lucey 21 2 0 07 Feb 2024