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Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs

10 April 2017

M. Simonovsky

N. Komodakis

GNN

ArXiv (abs)PDF HTML Github (232★)

Papers citing "Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs"

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Title
Graph Analysis and Graph Pooling in the Spatial Domain M. Rahmani Maria Liakata GNN 69 3 0 03 Oct 2019
Residual Attention Graph Convolutional Network for Geometric 3D Scene Classification Albert Mosella-Montoro Javier Ruiz-Hidalgo 3DPC 128 8 0 30 Sep 2019
Point Attention Network for Semantic Segmentation of 3D Point Clouds Mingtao Feng Liang Zhang Xuefei Lin Syed Zulqarnain Gilani Ajmal Mian 3DPC 141 152 0 27 Sep 2019
Hierarchical Point-Edge Interaction Network for Point Cloud Semantic Segmentation Li Jiang Hengshuang Zhao Shu Liu Xiaoyong Shen Chi-Wing Fu Jiaya Jia 3DPC 87 194 0 23 Sep 2019
Learning Universal Graph Neural Network Embeddings With Aid Of Transfer Learning Saurabh Verma Zhi-Li Zhang FedML GNN SSL 77 9 0 22 Sep 2019
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds Huan Lei Naveed Akhtar Ajmal Mian 3DPC 111 168 0 20 Sep 2019
DensePoint: Learning Densely Contextual Representation for Efficient Point Cloud Processing Yongcheng Liu Bin Fan Gaofeng Meng Jiwen Lu Shiming Xiang Chunhong Pan 3DPC 204 273 0 09 Sep 2019
Adaptive Graph Representation Learning for Video Person Re-identification Yiming Wu Omar Elfarouk Bourahla Xi Li Leilei Gan Q. Tian Xue Zhou 98 121 0 05 Sep 2019
Understanding Human Gaze Communication by Spatio-Temporal Graph Reasoning Lifeng Fan Wenguan Wang Siyuan Huang Xinyu Tang Song-Chun Zhu 97 110 0 04 Sep 2019
Blended Convolution and Synthesis for Efficient Discrimination of 3D Shapes Sameera Ramasinghe Salman Khan Nick Barnes Stephen Gould 3DPC 121 4 0 24 Aug 2019
Dynamic Graph Message Passing Networks Li Zhang Dan Xu Anurag Arnab Philip Torr GNN 121 138 0 19 Aug 2019
Graph-Based Object Classification for Neuromorphic Vision Sensing Yin Bi Aaron Chadha Alhabib Abbas Eirina Bourtsoulatze Y. Andreopoulos GNN 71 167 0 19 Aug 2019
Revisiting Point Cloud Classification: A New Benchmark Dataset and Classification Model on Real-World Data Mikaela Angelina Uy Quang Pham Binh-Son Hua D. Nguyen Sai-Kit Yeung 3DV 3DPC 192 789 0 13 Aug 2019
Interpolated Convolutional Networks for 3D Point Cloud Understanding Jiageng Mao Xiaogang Wang Hongsheng Li 3DPC 84 218 0 13 Aug 2019
Progressive Relation Learning for Group Activity Recognition Guyue Hu Bo Cui Yuan He Shan Yu 92 81 0 08 Aug 2019
Sparse hierarchical representation learning on molecular graphs M. Bal Hagen Triendl Mariana Assmann M. Craig Lawrence Phillips J. Frost Usman Bashir Noor Shaker V. Stojevic GNN 56 1 0 06 Aug 2019
Learning Guided Convolutional Network for Depth Completion Jie Tang Fei-Peng Tian Wei Feng Jian Li P. Tan 3DV 94 240 0 03 Aug 2019
Deformable Filter Convolution for Point Cloud Reasoning Yuwen Xiong Mengye Ren Renjie Liao K. Wong R. Urtasun 3DPC 80 17 0 30 Jul 2019
PointAtrousGraph: Deep Hierarchical Encoder-Decoder with Point Atrous Convolution for Unorganized 3D Points Liang Pan C. Chew Gim Hee Lee 3DPC 62 8 0 23 Jul 2019
Image Classification with Hierarchical Multigraph Networks Boris Knyazev Xiaoyu Lin Mohamed R. Amer Graham W. Taylor GNN BDL 84 35 0 21 Jul 2019
Deep Graph-Convolutional Image Denoising D. Valsesia Giulia Fracastoro E. Magli GNN SSL 66 145 0 19 Jul 2019
A review on deep learning techniques for 3D sensed data classification David J. Griffiths Jan Boehm 3DPC 3DV 105 166 0 09 Jul 2019
iPool -- Information-based Pooling in Hierarchical Graph Neural Networks Xing Gao H. Xiong P. Frossard 89 41 0 01 Jul 2019
Spectral Clustering with Graph Neural Networks for Graph Pooling F. Bianchi Daniele Grattarola Cesare Alippi GNN 151 40 0 30 Jun 2019
Generalization to Novel Objects using Prior Relational Knowledge V. Vijay Abhinav Ganesh Hanlin Tang Arjun K. Bansal GNN 67 6 0 26 Jun 2019
Unsupervised Primitive Discovery for Improved 3D Generative Modeling Salman H. Khan Yulan Guo Munawar Hayat Nick Barnes 62 33 0 09 Jun 2019
Point Clouds Learning with Attention-based Graph Convolution Networks Zhuyang Xie Junzhou Chen B. Peng 3DPC 109 54 0 31 May 2019
Image Denoising with Graph-Convolutional Neural Networks D. Valsesia Giulia Fracastoro E. Magli 58 45 0 29 May 2019
DDP-GCN: Multi-Graph Convolutional Network for Spatiotemporal Traffic Forecasting Kyungeun Lee Wonjong Rhee AI4TS GNN 93 113 0 29 May 2019
Solving graph compression via optimal transport Vikas Garg Tommi Jaakkola OT 76 16 0 29 May 2019
Representation Learning for Dynamic Graphs: A Survey Seyed Mehran Kazemi Rishab Goel Kshitij Jain I. Kobyzev Akshay Sethi Peter Forsyth Pascal Poupart AI4TS AI4CE GNN 105 464 0 27 May 2019
Provably Powerful Graph Networks Haggai Maron Heli Ben-Hamu Hadar Serviansky Y. Lipman 152 583 0 27 May 2019
Mutual Information Maximization in Graph Neural Networks Xinhan Di Pengqian Yu Rui Bu Mingchao Sun 86 21 0 21 May 2019
Skeleton-Based Hand Gesture Recognition by Learning SPD Matrices with Neural Networks X. Nguyen Luc Brun O. Lézoray Sébastien Bougleux 3DH SLR 47 10 0 20 May 2019
SAWNet: A Spatially Aware Deep Neural Network for 3D Point Cloud Processing Chaitanya Kaul Nick E. Pears S. Manandhar 3DPC 84 14 0 18 May 2019
Representation Learning on Visual-Symbolic Graphs for Video Understanding E. Mavroudi Benjamín Béjar Haro René Vidal 154 8 0 17 May 2019
Graph Attribute Aggregation Network with Progressive Margin Folding Penghui Sun J. Qu Xiaoqing Lyu Haibin Ling Zhi Tang GNN 26 3 0 14 May 2019
On Graph Classification Networks, Datasets and Baselines Enxhell Luzhnica Ben Day Pietro Lio GNN 66 19 0 12 May 2019
Are Powerful Graph Neural Nets Necessary? A Dissection on Graph Classification Ting-Li Chen Song Bian Yizhou Sun 112 88 0 11 May 2019
Graph U-Nets Hongyang Gao Shuiwang Ji AI4CE SSL SSeg GNN 217 1,097 0 11 May 2019
Graph Convolutional Networks with EigenPooling Yao Ma Suhang Wang Charu C. Aggarwal Jiliang Tang GNN 201 338 0 30 Apr 2019
KPConv: Flexible and Deformable Convolution for Point Clouds Hugues Thomas C. Qi Jean-Emmanuel Deschaud B. Marcotegui F. Goulette Leonidas Guibas 3DPC 340 2,569 0 18 Apr 2019
edGNN: a Simple and Powerful GNN for Directed Labeled Graphs Guillaume Jaume An-phi Nguyen María Rodríguez Martínez Jean-Philippe Thiran M. Gabrani 71 22 0 18 Apr 2019
Relation-Shape Convolutional Neural Network for Point Cloud Analysis Yongcheng Liu Bin Fan Shiming Xiang Chunhong Pan 3DPC 186 901 0 16 Apr 2019
Adaptive Hierarchical Down-Sampling for Point Cloud Classification E. Nezhadarya E. Taghavi Ryan Razani Bingbing Liu Jun Luo 3DPC 70 108 0 11 Apr 2019
Reasoning Visual Dialogs with Structural and Partial Observations Zilong Zheng Wenguan Wang Siyuan Qi Song-Chun Zhu 128 117 0 11 Apr 2019
DeepGCNs: Can GCNs Go as Deep as CNNs? Ge Li Matthias Muller Ali K. Thabet Guohao Li 3DPC GNN 193 1,357 0 07 Apr 2019
Learning Backtrackless Aligned-Spatial Graph Convolutional Networks for Graph Classification Lu Bai Lixin Cui Yuhang Jiao Luca Rossi Edwin R. Hancock GNN 53 58 0 06 Apr 2019
Point Cloud Oversegmentation with Graph-Structured Deep Metric Learning Loic Landrieu Mohamed Boussaha 3DPC 75 153 0 03 Apr 2019
Unsupervised Inductive Graph-Level Representation Learning via Graph-Graph Proximity Yunsheng Bai Haoyang Ding Yang Qiao Agustin Marinovic Ken Gu Tingting Chen Yizhou Sun Wei Wang 120 10 0 01 Apr 2019