DeepGCNs: Can GCNs Go as Deep as CNNs?

7 April 2019

Papers citing "DeepGCNs: Can GCNs Go as Deep as CNNs?"

38 / 238 papers shown

Title
Cross-modal Center Loss Longlong Jing Elahe Vahdani Jiaxing Tan Yingli Tian 3DPC 12 4 0 08 Aug 2020
Cascade Graph Neural Networks for RGB-D Salient Object Detection Ao Luo Xin Li Fan Yang Zhicheng Jiao Hong Cheng Siwei Lyu 24 107 0 07 Aug 2020
Differentiable Manifold Reconstruction for Point Cloud Denoising Shitong Luo Wei Hu 3DPC 27 132 0 27 Jul 2020
Deep Representation Learning For Multimodal Brain Networks Wen Zhang Liang Zhan P. Thompson Yalin Wang MedIm 21 24 0 19 Jul 2020
Simplification of Graph Convolutional Networks: A Matrix Factorization-based Perspective Qiang Liu Haoli Zhang Zhaocheng Liu GNN 16 3 0 17 Jul 2020
Learning Part Boundaries from 3D Point Clouds Marios Loizou Melinos Averkiou E. Kalogerakis 3DPC 20 33 0 15 Jul 2020
Simple and Deep Graph Convolutional Networks Ming Chen Zhewei Wei Zengfeng Huang Bolin Ding Yaliang Li GNN 42 1,450 0 04 Jul 2020
AEGCN: An Autoencoder-Constrained Graph Convolutional Network Mingyuan Ma Sen Na Hongyu Wang GNN 26 28 0 03 Jul 2020
A Closer Look at Local Aggregation Operators in Point Cloud Analysis Ze Liu Han Hu Yue Cao Zheng-Wei Zhang Xin Tong 3DPC 29 181 0 02 Jul 2020
Policy-GNN: Aggregation Optimization for Graph Neural Networks Kwei-Herng Lai Daochen Zha Kaixiong Zhou Xia Hu 21 90 0 26 Jun 2020
Attention-based Graph ResNet for Motor Intent Detection from Raw EEG signals Shuyue Jia Yimin Hou Yan Shi Yong Li 11 21 0 25 Jun 2020
Understanding and Resolving Performance Degradation in Graph Convolutional Networks Kuangqi Zhou Yanfei Dong Kaixin Wang W. Lee Bryan Hooi Huan Xu Jiashi Feng GNN BDL 42 89 0 12 Jun 2020
Towards Deeper Graph Neural Networks with Differentiable Group Normalization Kaixiong Zhou Xiao Huang Yuening Li Daochen Zha Rui Chen Xia Hu 33 198 0 12 Jun 2020
Data Augmentation for Graph Neural Networks Tong Zhao Yozen Liu Leonardo Neves Oliver J. Woodford Meng Jiang Neil Shah GNN 30 407 0 11 Jun 2020
Retrieval-Augmented Generation for Code Summarization via Hybrid GNN Shangqing Liu Yu Chen Xiaofei Xie J. Siow Yang Liu 23 163 0 09 Jun 2020
Open Graph Benchmark: Datasets for Machine Learning on Graphs Weihua Hu Matthias Fey Marinka Zitnik Yuxiao Dong Hongyu Ren Bowen Liu Michele Catasta J. Leskovec 35 2,658 0 02 May 2020
Peeking into occluded joints: A novel framework for crowd pose estimation Lingteng Qiu Xuanye Zhang Yanran Li Guanbin Li Xiaojun Wu Zixiang Xiong Xiaoguang Han Shuguang Cui 96 72 0 23 Mar 2020
Collaborative Motion Prediction via Neural Motion Message Passing Yue Hu Siheng Chen Ya Zhang Xiao Gu 27 103 0 14 Mar 2020
3D Point Cloud Processing and Learning for Autonomous Driving Siheng Chen Baoan Liu Chen Feng Carlos Vallespi-Gonzalez Carl K. Wellington 3DPC 56 164 0 01 Mar 2020
PointASNL: Robust Point Clouds Processing using Nonlocal Neural Networks with Adaptive Sampling Xu Yan Chaoda Zheng Zhuguo Li Sheng Wang Shuguang Cui 3DPC 34 544 0 01 Mar 2020
Social-STGCNN: A Social Spatio-Temporal Graph Convolutional Neural Network for Human Trajectory Prediction Abduallah A. Mohamed Kun Qian Mohamed Elhoseiny Christian G. Claudel GNN 22 694 0 27 Feb 2020
Bridging the Gap between Spatial and Spectral Domains: A Survey on Graph Neural Networks Zhiqian Chen Fanglan Chen Lei Zhang Taoran Ji Kaiqun Fu Liang Zhao Feng Chen Lingfei Wu Charu Aggarwal Chang-Tien Lu 29 45 0 27 Feb 2020
FPConv: Learning Local Flattening for Point Convolution Yiqun Lin Zizheng Yan Haibin Huang Dong Du Ligang Liu Shuguang Cui Xiaoguang Han 3DPC 19 145 0 25 Feb 2020
Efficient and Stable Graph Scattering Transforms via Pruning V. Ioannidis Siheng Chen G. Giannakis 28 11 0 27 Jan 2020
Deep Snake for Real-Time Instance Segmentation Sida Peng W. Jiang Huaijin Pi Xiuli Li Hujun Bao Xiaowei Zhou ISeg SSeg 37 299 0 06 Jan 2020
3D Hand Pose Estimation via Regularized Graph Representation Learning Yiming He Wei Hu 3DH 19 7 0 04 Dec 2019
PointRGCN: Graph Convolution Networks for 3D Vehicles Detection Refinement Jesus Zarzar Silvio Giancola Guohao Li 3DPC 21 62 0 27 Nov 2019
G-TAD: Sub-Graph Localization for Temporal Action Detection Mengmeng Xu Chen Zhao D. Rojas Ali K. Thabet Guohao Li 39 435 0 26 Nov 2019
RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds Qingyong Hu Bo Yang Linhai Xie Stefano Rosa Yulan Guo Zhihua Wang A. Trigoni Andrew Markham 3DPC 24 1,469 0 25 Nov 2019
Graph Neural Ordinary Differential Equations Michael Poli Stefano Massaroli Junyoung Park Atsushi Yamashita Hajime Asama Jinkyoo Park AI4CE 51 154 0 18 Nov 2019
DeepGCNs: Making GCNs Go as Deep as CNNs Ge Li Matthias Muller Guocheng Qian Itzel C. Delgadillo Abdulellah Abualshour Ali K. Thabet Guohao Li 3DPC GNN 37 168 0 15 Oct 2019
On Universal Equivariant Set Networks Nimrod Segol Y. Lipman 3DPC 25 63 0 06 Oct 2019
Measuring and Relieving the Over-smoothing Problem for Graph Neural Networks from the Topological View Deli Chen Yankai Lin Wei Li Peng Li Jie Zhou Xu Sun 30 1,079 0 07 Sep 2019
AdaGCN: Adaboosting Graph Convolutional Networks into Deep Models Ke Sun Zhanxing Zhu Zhouchen Lin GNN 33 80 0 14 Aug 2019
Graph Neural Networks: A Review of Methods and Applications Jie Zhou Ganqu Cui Shengding Hu Zhengyan Zhang Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun AI4CE GNN 33 5,406 0 20 Dec 2018
Representation Learning on Graphs with Jumping Knowledge Networks Keyulu Xu Chengtao Li Yonglong Tian Tomohiro Sonobe Ken-ichi Kawarabayashi Stefanie Jegelka GNN 279 1,944 0 09 Jun 2018
Image Generation from Scene Graphs Justin Johnson Agrim Gupta Li Fei-Fei GNN 223 815 0 04 Apr 2018
Joint 2D-3D-Semantic Data for Indoor Scene Understanding Iro Armeni S. Sax Amir Zamir Silvio Savarese 3DV 3DPC 115 877 0 03 Feb 2017