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"

37 / 87 papers shown

Title
Analyzing the Neural Tangent Kernel of Periodically Activated Coordinate Networks Hemanth Saratchandran Shin-Fang Chng Simon Lucey 24 2 0 07 Feb 2024
Architectural Strategies for the optimization of Physics-Informed Neural Networks Hemanth Saratchandran Shin-Fang Chng Simon Lucey AI4CE 39 0 0 05 Feb 2024
HOSC: A Periodic Activation Function for Preserving Sharp Features in Implicit Neural Representations Danzel Serrano Jakub Szymkowiak Przemyslaw Musialski 13 5 0 20 Jan 2024
Improved Implicit Neural Representation with Fourier Reparameterized Training Kexuan Shi Xingyu Zhou Shuhang Gu 33 16 0 15 Jan 2024
On Optimal Sampling for Learning SDF Using MLPs Equipped with Positional Encoding Guying Lin Lei Yang Yuan Liu Congyi Zhang Junhui Hou Xiaogang Jin Taku Komura John Keyser Wenping Wang 52 1 0 02 Jan 2024
FINER: Flexible spectral-bias tuning in Implicit NEural Representation by Variable-periodic Activation Functions Zhen Liu Hao Zhu Qi Zhang Jingde Fu Weibing Deng Zhan Ma Yanwen Guo Xun Cao 38 28 0 05 Dec 2023
TRIDENT: The Nonlinear Trilogy for Implicit Neural Representations Zhenda Shen Yanqi Cheng Raymond H. Chan Pietro Lio' Carola-Bibiane Schönlieb Angelica I Aviles-Rivero 14 3 0 21 Nov 2023
Garment Recovery with Shape and Deformation Priors Ren Li Corentin Dumery Benoît Guillard Pascal Fua AI4CE 29 12 0 17 Nov 2023
Generative Neural Fields by Mixtures of Neural Implicit Functions Tackgeun You Mijeong Kim Jungtaek Kim Bohyung Han DiffM 22 5 0 30 Oct 2023
INCODE: Implicit Neural Conditioning with Prior Knowledge Embeddings A. Kazerouni Reza Azad Alireza Hosseini Dorit Merhof Ulas Bagci AI4CE 23 14 0 28 Oct 2023
Implicit Neural Representations and the Algebra of Complex Wavelets T. Roddenberry Vishwanath Saragadam Maarten V. de Hoop Richard G. Baraniuk 11 2 0 01 Oct 2023
NeuRBF: A Neural Fields Representation with Adaptive Radial Basis Functions Zhaoyu Chen Zhong Li Liangchen Song Lele Chen Jingyi Yu Junsong Yuan Yinghao Xu 28 57 0 27 Sep 2023
RHINO: Regularizing the Hash-based Implicit Neural Representation Hao Zhu Feng Liu Qi Zhang Xun Cao Zhan Ma 26 8 0 22 Sep 2023
SPDER: Semiperiodic Damping-Enabled Object Representation Kathan Shah Chawin Sitawarin 27 2 0 27 Jun 2023
Neural Scene Chronology Haotong Lin Qianqian Wang Ruojin Cai Sida Peng Hadar Averbuch-Elor Xiaowei Zhou Noah Snavely 3DH 38 7 0 13 Jun 2023
StreetSurf: Extending Multi-view Implicit Surface Reconstruction to Street Views Jianfei Guo Nianchen Deng Xinyang Li Yeqi Bai Botian Shi Chiyu Wang Chenjing Ding Dongliang Wang Yikang Li 29 88 0 08 Jun 2023
Spatial Implicit Neural Representations for Global-Scale Species Mapping Elijah Cole Grant Van Horn Christian Lange Alexander Shepard Patrick R. Leary Pietro Perona S. Loarie Oisin Mac Aodha 31 36 0 05 Jun 2023
Analyzing the Internals of Neural Radiance Fields Lukas Radl A. Kurz Michael Steiner M. Steinberger 17 4 0 01 Jun 2023
Curvature-Aware Training for Coordinate Networks Hemanth Saratchandran Shin-Fang Chng Sameera Ramasinghe L. MacDonald Simon Lucey 23 4 0 15 May 2023
$F$^{2}$-NeRF: Fast Neural Radiance Field Training with Free Camera Trajectories$ F $^{2}$ -NeRF: Fast Neural Radiance Field Training with Free Camera Trajectories Peng Wang Yuan Liu Zhaoxi Chen Lingjie Liu Ziwei Liu Taku Komura Christian Theobalt Wenping Wang 33 128 0 28 Mar 2023
Polynomial Implicit Neural Representations For Large Diverse Datasets Rajhans Singh Ankita Shukla P. Turaga AI4CE 38 24 0 20 Mar 2023
GECCO: Geometrically-Conditioned Point Diffusion Models M. Tyszkiewicz Pascal Fua Eduard Trulls DiffM 26 21 0 10 Mar 2023
On the effectiveness of neural priors in modeling dynamical systems Sameera Ramasinghe Hemanth Saratchandran Violetta Shevchenko Simon Lucey 29 2 0 10 Mar 2023
BLiRF: Bandlimited Radiance Fields for Dynamic Scene Modeling Sameera Ramasinghe Violetta Shevchenko Gil Avraham Anton Van Den Hengel AI4CE 25 5 0 27 Feb 2023
WIRE: Wavelet Implicit Neural Representations Vishwanath Saragadam Daniel LeJeune Jasper Tan Guha Balakrishnan Ashok Veeraraghavan Richard G. Baraniuk AI4CE 22 125 0 05 Jan 2023
FFNeRV: Flow-Guided Frame-Wise Neural Representations for Videos J. Lee Daniel Rho J. Ko Eunbyung Park 22 43 0 23 Dec 2022
PIP: Positional-encoding Image Prior Nimrod Shabtay Eli Schwartz Raja Giryes 20 6 0 25 Nov 2022
NeRF: Neural Radiance Field in 3D Vision, A Comprehensive Review K. Gao Yina Gao Hongjie He Dening Lu Linlin Xu Jonathan Li 19 47 0 01 Oct 2022
On Quantizing Implicit Neural Representations Cameron Gordon Shin-Fang Chng L. MacDonald Simon Lucey MQ 17 18 0 01 Sep 2022
NeuRIS: Neural Reconstruction of Indoor Scenes Using Normal Priors Jie-Chao Wang Peng Wang Xiaoxiao Long Christian Theobalt Taku Komura Lingjie Liu Wenping Wang 3DV 22 142 0 27 Jun 2022
How You Start Matters for Generalization Sameera Ramasinghe L. MacDonald M. Farazi Hemanth Saratchandran Simon Lucey ODL AI4CE 36 6 0 17 Jun 2022
GARF: Gaussian Activated Radiance Fields for High Fidelity Reconstruction and Pose Estimation Shin-Fang Chng Sameera Ramasinghe Jamie Sherrah Simon Lucey AI4CE 24 86 0 12 Apr 2022
Intrinsic Neural Fields: Learning Functions on Manifolds Lukas Koestler Daniel Grittner Michael Moeller Daniel Cremers Zorah Lähner 23 22 0 15 Mar 2022
On Regularizing Coordinate-MLPs Sameera Ramasinghe L. MacDonald Simon Lucey 158 5 0 01 Feb 2022
COIN++: Neural Compression Across Modalities Emilien Dupont H. Loya Milad Alizadeh Adam Goliñski Yee Whye Teh Arnaud Doucet 53 82 0 30 Jan 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 181 139 0 28 Jan 2022
Advances in Neural Rendering A. Tewari Justus Thies B. Mildenhall P. Srinivasan E. Tretschk ... S. Fanello Jun Zhu Gordon Wetzstein Michael Zollhoefer D. B. Goldman 3DH AI4CE 48 444 0 10 Nov 2021