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Gauge Equivariant Convolutional Networks and the Icosahedral CNN

International Conference on Machine Learning (ICML), 2019

11 February 2019

Papers citing "Gauge Equivariant Convolutional Networks and the Icosahedral CNN"

50 / 275 papers shown

Title
Grassmann Manifold Flows for Stable Shape GenerationNeural Information Processing Systems (NeurIPS), 2022 Ryoma Yataka Kazuki Hirashima Masashi Shiraishi 168 4 0 05 Nov 2022
Breaking the Symmetry: Resolving Symmetry Ambiguities in Equivariant Neural Networks S. Balachandar A. Poulenard Congyue Deng Leonidas Guibas 173 1 0 29 Oct 2022
Position tracking of a varying number of sound sources with sliding permutation invariant trainingEuropean Signal Processing Conference (EUSIPCO), 2022 David Diaz-Guerra Archontis Politis Maria Sandsten 147 7 0 26 Oct 2022
Interpolated SelectionConv for Spherical Images and SurfacesIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 David Hart Michael Whitney B. Morse 3DH 182 3 0 18 Oct 2022
Theory for Equivariant Quantum Neural NetworksPRX Quantum (PRX Quantum), 2022 Quynh T. Nguyen Louis Schatzki Paolo Braccia Michael Ragone Patrick J. Coles F. Sauvage Martín Larocca M. Cerezo 235 111 0 16 Oct 2022
Learnable Polyphase Sampling for Shift Invariant and Equivariant Convolutional NetworksNeural Information Processing Systems (NeurIPS), 2022 Renan A. Rojas-Gomez Teck-Yian Lim Alex Schwing Minh Do Raymond A. Yeh 211 18 0 14 Oct 2022
Representation Theory for Geometric Quantum Machine Learning Michael Ragone Paolo Braccia Quynh T. Nguyen Louis Schatzki Patrick J. Coles F. Sauvage Martín Larocca M. Cerezo AI4CE 187 87 0 14 Oct 2022
Equi-Tuning: Group Equivariant Fine-Tuning of Pretrained ModelsAAAI Conference on Artificial Intelligence (AAAI), 2022 Sourya Basu P. Sattigeri Karthikeyan N. Ramamurthy Vijil Chenthamarakshan Kush R. Varshney Lav Varshney Payel Das 201 23 0 13 Oct 2022
Analysis of (sub-)Riemannian PDE-G-CNNsJournal of Mathematical Imaging and Vision (JMIV), 2022 Gijs Bellaard Daan Bon Gautam Pai B. Smets R. Duits AI4CE 243 16 0 03 Oct 2022
Machine learning and invariant theoryNotices of the American Mathematical Society (Notices of the AMS), 2022 Ben Blum-Smith Soledad Villar AI4CE 264 23 0 29 Sep 2022
Scalable and Equivariant Spherical CNNs by Discrete-Continuous (DISCO) ConvolutionsInternational Conference on Learning Representations (ICLR), 2022 Jeremy Ocampo Matthew Alexander Price Jason D. McEwen 206 18 0 27 Sep 2022
Bispectral Neural NetworksInternational Conference on Learning Representations (ICLR), 2022 Sophia Sanborn Christian Shewmake Bruno A. Olshausen Christopher Hillar 199 16 0 07 Sep 2022
PDO-s3DCNNs: Partial Differential Operator Based Steerable 3D CNNsInternational Conference on Machine Learning (ICML), 2022 Zhengyang Shen T. Hong Qi She Jinwen Ma Zhouchen Lin MedIm 120 7 0 07 Aug 2022
Graph Neural Network with Local Frame for Molecular Potential Energy SurfaceLOG IN (LOG IN), 2022 Xiyuan Wang Muhan Zhang 168 14 0 01 Aug 2022
Quiver neural networks I. Ganev Robin Walters 114 4 0 26 Jul 2022
Equivariance and Invariance Inductive Bias for Learning from Insufficient DataEuropean Conference on Computer Vision (ECCV), 2022 Tan Wang Qianru Sun Sugiri Pranata J. Karlekar Hanwang Zhang SSL 194 24 0 25 Jul 2022
Behind Every Domain There is a Shift: Adapting Distortion-aware Vision Transformers for Panoramic Semantic SegmentationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Kailai Li Kailun Yang Haowen Shi Simon Reiß Kunyu Peng Chaoxiang Ma Haodong Fu Philip H. S. Torr Kaiwei Wang Rainer Stiefelhagen ViT MDE 262 49 0 25 Jul 2022
$Image to Icosahedral Projection for $\mathrm{SO}(3)$ Object Reasoning from Single-View Images$ Image to Icosahedral Projection for $\mathrm{SO}(3)$ Object Reasoning from Single-View Images David Klee Ondrej Biza Robert Platt Robin Walters 215 4 0 18 Jul 2022
Equivariant Representation Learning via Class-Pose DecompositionInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 Giovanni Luca Marchetti Gustaf Tegnér Anastasiia Varava Danica Kragic DRL 259 16 0 07 Jul 2022
On Non-Linear operators for Geometric Deep LearningNeural Information Processing Systems (NeurIPS), 2022 G. Sergeant-Perthuis Jakob Maier Joan Bruna Edouard Oyallon 150 4 0 06 Jul 2022
Complementary Bi-directional Feature Compression for Indoor 360° Semantic Segmentation with Self-distillationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Zishuo Zheng Chunyu Lin Lang Nie K. Liao Zhijie Shen Yao Zhao MDE 138 19 0 06 Jul 2022
Maximum Class Separation as Inductive Bias in One MatrixNeural Information Processing Systems (NeurIPS), 2022 Tejaswi Kasarla Gertjan J. Burghouts Max van Spengler Elise van der Pol Rita Cucchiara Pascal Mettes 213 25 0 17 Jun 2022
E2PN: Efficient SE(3)-Equivariant Point NetworkComputer Vision and Pattern Recognition (CVPR), 2022 Minghan Zhu Maani Ghaffari W. A. Clark Huei Peng 3DPC 199 24 0 11 Jun 2022
U(1) Symmetry-breaking Observed in Generic CNN Bottleneck Layers Louis-Franccois Bouchard Mohsen Ben Lazreg Matthew Toews 224 0 0 05 Jun 2022
Three-dimensional microstructure generation using generative adversarial neural networks in the context of continuum micromechanicsComputer Methods in Applied Mechanics and Engineering (CMAME), 2022 Alexander Henkes Henning Wessels 3DV MedIm AI4CE 243 48 0 31 May 2022
Hierarchical Spherical CNNs with Lifting-based Adaptive Wavelets for Pooling and UnpoolingIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Mingxing Xu Chenglin Li Wenrui Dai Siheng Chen Junni Zou P. Frossard H. Xiong 130 2 0 31 May 2022
Registering Image Volumes using 3D SIFT and Discrete SP-Symmetry L. Chauvin W. Wells Matthew Toews 88 1 0 30 May 2022
Equivariant Mesh Attention Networks Sourya Basu Jose Gallego-Posada Francesco Vigano J. Rowbottom Taco S. Cohen 3DPC MDE AI4CE 212 11 0 21 May 2022
Deep Learning for Omnidirectional Vision: A Survey and New Perspectives Hao Ai Zidong Cao Jin Zhu Haotian Bai Yucheng Chen Ling Wang 262 41 0 21 May 2022
A Classification of $G$ -invariant Shallow Neural NetworksNeural Information Processing Systems (NeurIPS), 2022 Devanshu Agrawal James Ostrowski 92 8 0 18 May 2022
Rotationally Equivariant 3D Object DetectionComputer Vision and Pattern Recognition (CVPR), 2022 Hong-Xing Yu Jiajun Wu Li Yi 3DPC 141 33 0 28 Apr 2022
Learning Symmetric Embeddings for Equivariant World ModelsInternational Conference on Machine Learning (ICML), 2022 Jung Yeon Park Ondrej Biza Linfeng Zhao Jan-Willem van de Meent Robin Walters 252 48 0 24 Apr 2022
A case for using rotation invariant features in state of the art feature matchers Georg Bökman Fredrik Kahl 143 53 0 21 Apr 2022
SE(3)-Equivariant Attention Networks for Shape Reconstruction in Function SpaceInternational Conference on Learning Representations (ICLR), 2022 Evangelos Chatzipantazis Stefanos Pertigkiozoglou Guang Cheng Kostas Daniilidis 3DPC 264 37 0 05 Apr 2022
Direction of Arrival Estimation of Sound Sources Using Icosahedral CNNsIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022 David Diaz-Guerra A. Miguel J. R. Beltrán 254 31 0 31 Mar 2022
When Physics Meets Machine Learning: A Survey of Physics-Informed Machine Learning Chuizheng Meng Sungyong Seo Defu Cao Sam Griesemer Yan Liu PINN AI4CE 250 105 0 31 Mar 2022
Reflection and Rotation Symmetry Detection via Equivariant LearningComputer Vision and Pattern Recognition (CVPR), 2022 Ahyun Seo Byungjin Kim Suha Kwak Minsu Cho 122 17 0 31 Mar 2022
Quantum Finite Automata and Quiver Algebras G. Jeffreys Siu-Cheong Lau 112 0 0 15 Mar 2022
Bending Reality: Distortion-aware Transformers for Adapting to Panoramic Semantic SegmentationComputer Vision and Pattern Recognition (CVPR), 2022 Kailai Li Kailun Yang Chaoxiang Ma Simon Reiß Kunyu Peng Rainer Stiefelhagen ViT 251 91 0 02 Mar 2022
Rotationally Equivariant Super-Resolution of Velocity Fields in Two-Dimensional Fluids Using Convolutional Neural NetworksAPL Machine Learning (AML), 2022 Y. Yasuda R. Onishi 280 7 0 22 Feb 2022
Improving the Sample-Complexity of Deep Classification Networks with Invariant IntegrationVISIGRAPP (VISIGRAPP), 2022 M. Rath Alexandru Paul Condurache 118 8 0 08 Feb 2022
Data-driven emergence of convolutional structure in neural networksProceedings of the National Academy of Sciences of the United States of America (PNAS), 2022 Alessandro Ingrosso Sebastian Goldt 303 40 0 01 Feb 2022
Rigidity Preserving Image Transformations and Equivariance in PerspectiveScandinavian Conference on Image Analysis (SCIA), 2022 Lucas Brynte Georg Bökman Axel Flinth Fredrik Kahl 182 4 0 31 Jan 2022
Möbius Convolutions for Spherical CNNsInternational Conference on Computer Graphics and Interactive Techniques (SIGGRAPH), 2022 Thomas W. Mitchel Noam Aigerman Vladimir G. Kim Michael Kazhdan 245 13 0 28 Jan 2022
Generative Coarse-Graining of Molecular ConformationsInternational Conference on Machine Learning (ICML), 2022 Wujie Wang Minkai Xu Chen Cai Benjamin Kurt Miller Tess E. Smidt Yusu Wang Jian Tang Rafael Gómez-Bombarelli 113 43 0 28 Jan 2022
Approximately Equivariant Networks for Imperfectly Symmetric DynamicsInternational Conference on Machine Learning (ICML), 2022 Rui Wang Robin Walters Rose Yu 303 95 0 28 Jan 2022
Noncommutative Geometry of Computational Models and Uniformization for Framed Quiver VarietiesPure and Applied Mathematics Quarterly (PAMQ), 2022 G. Jeffreys Siu-Cheong Lau 143 4 0 15 Jan 2022
Complexity from Adaptive-Symmetries Breaking: Global Minima in the Statistical Mechanics of Deep Neural Networks Shaun Li AI4CE 186 1 0 03 Jan 2022
Equivariance and generalization in neural networksEPJ Web of Conferences (EPJ Web Conf.), 2021 S. S. Krishna Chaitanya Bulusu Matteo Favoni A. Ipp David I. Müller Daniel Schuh AI4CE 52 5 0 23 Dec 2021
Generalization capabilities of neural networks in lattice applications S. S. Krishna Chaitanya Bulusu Matteo Favoni A. Ipp David I. Müller Daniel Schuh AI4CE 63 0 0 23 Dec 2021