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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
PAConv: Position Adaptive Convolution with Dynamic Kernel Assembling on Point Clouds Mutian Xu Runyu Ding Hengshuang Zhao Xiaojuan Qi 3DPC 169 403 0 26 Mar 2021
Dual Mesh Convolutional Networks for Human Shape Correspondence Nitika Verma A. Boukhayma Jakob Verbeek Edmond Boyer 3DH 39 5 0 23 Mar 2021
Deep Learning Based 3D Segmentation: A Survey Yong-xing He Hongshan Yu Xiao-Yang Liu Zhengeng Yang Wei Sun Ajmal Mian 3DPC 134 71 0 09 Mar 2021
Implementing graph neural networks with TensorFlow-Keras Patrick Reiser André Eberhard Pascal Friederich GNN 86 16 0 07 Mar 2021
NF-GNN: Network Flow Graph Neural Networks for Malware Detection and Classification Julian Busch Anton Kocheturov Volker Tresp Thomas Seidl 93 50 0 05 Mar 2021
EllipsoidNet: Ellipsoid Representation for Point Cloud Classification and Segmentation Yecheng Lyu Xinming Huang Ziming Zhang 3DPC 80 9 0 03 Mar 2021
Dynamic Fusion Module Evolves Drivable Area and Road Anomaly Detection: A Benchmark and Algorithms Hengli Wang Rui Fan Yuxiang Sun Ming-Yuan Liu 73 73 0 03 Mar 2021
Deep Learning strategies for ProtoDUNE raw data denoising Marco Rossi S. Vallecorsa 43 7 0 02 Mar 2021
FPS-Net: A Convolutional Fusion Network for Large-Scale LiDAR Point Cloud Segmentation Aoran Xiao Xiaofei Yang Shijian Lu Dayan Guan Jiaxing Huang 3DPC 78 51 0 01 Mar 2021
Early-Bird GCNs: Graph-Network Co-Optimization Towards More Efficient GCN Training and Inference via Drawing Early-Bird Lottery Tickets Haoran You Zhihan Lu Zijian Zhou Y. Fu Yingyan Lin GNN 119 33 0 01 Mar 2021
Walk2Map: Extracting Floor Plans from Indoor Walk Trajectories Claudio Mura R. Pajarola Konrad Schindler Niloy Mitra 3DV 97 10 0 27 Feb 2021
Accurate Learning of Graph Representations with Graph Multiset Pooling Jinheon Baek Minki Kang Sung Ju Hwang 113 177 0 23 Feb 2021
Spherical Message Passing for 3D Graph Networks Yi Liu Limei Wang Meng Liu Xuan Zhang Bora Oztekin Shuiwang Ji GNN 119 207 0 09 Feb 2021
Dynamic Neural Networks: A Survey Yizeng Han Gao Huang Shiji Song Le Yang Honghui Wang Yulin Wang 3DH AI4TS AI4CE 169 659 0 09 Feb 2021
CKConv: Continuous Kernel Convolution For Sequential Data David W. Romero Anna Kuzina Erik J. Bekkers Jakub M. Tomczak Mark Hoogendoorn 82 126 0 04 Feb 2021
MolGrow: A Graph Normalizing Flow for Hierarchical Molecular Generation Maksim Kuznetsov Daniil Polykovskiy 92 43 0 03 Feb 2021
Knowledge Generation -- Variational Bayes on Knowledge Graphs Florian Wolf BDL 32 0 0 21 Jan 2021
SUGAR: Subgraph Neural Network with Reinforcement Pooling and Self-Supervised Mutual Information Mechanism Qingyun Sun Jianxin Li Hao Peng Hongzhi Zhang Yuanxing Ning Phillip S. Yu Lifang He 81 168 0 20 Jan 2021
The Devils in the Point Clouds: Studying the Robustness of Point Cloud Convolutions Xingyi Li Wenxuan Wu Xiaoli Z. Fern Li Fuxin 3DPC 61 4 0 19 Jan 2021
Deep Parametric Continuous Convolutional Neural Networks Shenlong Wang Simon Suo Wei-Chiu Ma A. Pokrovsky R. Urtasun 3DPC 96 468 0 17 Jan 2021
SPAGAN: Shortest Path Graph Attention Network Yiding Yang Xinchao Wang Xiuming Zhang Junsong Yuan Dacheng Tao GNN 246 97 0 10 Jan 2021
Auto-Encoding Molecular Conformations R. Winter Frank Noé Djork-Arné Clevert AI4CE 103 13 0 05 Jan 2021
Semantics for Robotic Mapping, Perception and Interaction: A Survey Sourav Garg Niko Sünderhauf Feras Dayoub D. Morrison Akansel Cosgun ... Tat-Jun Chin Ian Reid Stephen Gould Peter Corke Michael Milford 204 117 0 02 Jan 2021
Deep Graph Generators: A Survey Faezeh Faez Yassaman Ommi M. Baghshah Hamid R. Rabiee GNN AI4CE 126 58 0 31 Dec 2020
AttrE2vec: Unsupervised Attributed Edge Representation Learning Piotr Bielak Tomasz Kajdanowicz Nitesh Chawla SSL 82 13 0 29 Dec 2020
Deep Graph Normalizer: A Geometric Deep Learning Approach for Estimating Connectional Brain Templates Mustafa Burak Gurbuz I. Rekik 109 26 0 28 Dec 2020
Generative VoxelNet: Learning Energy-Based Models for 3D Shape Synthesis and Analysis Jianwen Xie Zilong Zheng Ruiqi Gao Wenguan Wang Song-Chun Zhu Ying Nian Wu 3DV 81 50 0 25 Dec 2020
GraNet: Global Relation-aware Attentional Network for ALS Point Cloud Classification Rong Huang Yusheng Xu Uwe Stilla 3DPC 41 3 0 24 Dec 2020
Hausdorff Point Convolution with Geometric Priors Pengdi Huang Liqiang Lin Fuyou Xue Kai Xu Danny Cohen-Or Hui Huang 3DPC 74 3 0 24 Dec 2020
MG-SAGC: A multiscale graph and its self-adaptive graph convolution network for 3D point clouds Bo Wu B. Lang 3DPC 25 0 0 23 Dec 2020
Deep Continuous Fusion for Multi-Sensor 3D Object Detection Ming Liang Binh Yang Shenlong Wang R. Urtasun 3DPC 286 849 0 20 Dec 2020
LGENet: Local and Global Encoder Network for Semantic Segmentation of Airborne Laser Scanning Point Clouds Yaping Lin G. Vosselman Yanpeng Cao M. Yang 3DPC 107 24 0 18 Dec 2020
Point Transformer Hengshuang Zhao Li Jiang Jiaya Jia Philip Torr V. Koltun 3DPC ViT 42 14 0 16 Dec 2020
Graph Neural Networks: Taxonomy, Advances and Trends Yu Zhou Haixia Zheng Xin Huang Shufeng Hao Dengao Li Jumin Zhao AI4TS 181 127 0 16 Dec 2020
GDPNet: Refining Latent Multi-View Graph for Relation Extraction Fuzhao Xue Aixin Sun Hao Zhang Eng Siong Chng 73 86 0 12 Dec 2020
Rotation-Invariant Point Convolution With Multiple Equivariant Alignments Hugues Thomas 3DPC 50 12 0 07 Dec 2020
NCGNN: Node-Level Capsule Graph Neural Network for Semisupervised Classification Rui Yang Wenrui Dai Chenglin Li Junni Zou H. Xiong 130 21 0 07 Dec 2020
Fixed Priority Global Scheduling from a Deep Learning Perspective Hyunsung Lee Michaël Wang Honguk Woo AI4CE 41 0 0 05 Dec 2020
Learning Equivariant Representations Carlos Esteves BDL 72 0 0 04 Dec 2020
Unsupervised Segmentation for Terracotta Warrior Point Cloud (SRG-Net) Yao Hu Guohua Geng Kang Li Wei Zhou 3DPC 42 0 0 01 Dec 2020
Occlusion Guided Scene Flow Estimation on 3D Point Clouds Bojun Ouyang D. Raviv 3DPC 136 29 0 30 Nov 2020
Learning geometry-image representation for 3D point cloud generation Lei Wang Yuchun Huang Pengjie Tao Yaolin Hou Yuxuan Liu 3DPC 49 2 0 29 Nov 2020
Road Scene Graph: A Semantic Graph-Based Scene Representation Dataset for Intelligent Vehicles Yafu Tian Alexander Carballo Ruifeng Li K. Takeda GNN 94 27 0 27 Nov 2020
Attention-Based Learning on Molecular Ensembles Kangway V Chuang Michael J. Keiser 56 8 0 25 Nov 2020
Towards Domain-Agnostic Contrastive Learning Vikas Verma Minh-Thang Luong Kenji Kawaguchi Hieu H. Pham Quoc V. Le SSL 99 119 0 09 Nov 2020
Sampling and Recovery of Graph Signals based on Graph Neural Networks Siheng Chen Maosen Li Ya Zhang 154 4 0 03 Nov 2020
MARNet: Multi-Abstraction Refinement Network for 3D Point Cloud Analysis Rahul Chakwate Arulkumar Subramaniam Anurag Mittal 3DPC 37 0 0 02 Nov 2020
Graph Neural Network for Metal Organic Framework Potential Energy Approximation Shehtab Zaman Christopher Owen Kenneth Chiu Michael Lawler AI4CE 39 0 0 29 Oct 2020
Rotation-Invariant Local-to-Global Representation Learning for 3D Point Cloud Seohyun Kim Jaeyoo Park Bohyung Han 3DPC 112 75 0 07 Oct 2020
Graph Cross Networks with Vertex Infomax Pooling Maosen Li Siheng Chen Ya Zhang Ivor W. Tsang 123 60 0 05 Oct 2020