A Survey on Graph Neural Networks and Graph Transformers in Computer Vision: A Task-Oriented Perspective

27 September 2022

Chaoqi Chen

Papers citing "A Survey on Graph Neural Networks and Graph Transformers in Computer Vision: A Task-Oriented Perspective"

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Title
Evolving Graphical Planner: Contextual Global Planning for Vision-and-Language Navigation Zhiwei Deng Karthik Narasimhan Olga Russakovsky 47 87 0 11 Jul 2020
Learning Graph-Convolutional Representations for Point Cloud Denoising Francesca Pistilli Giulia Fracastoro D. Valsesia E. Magli 3DPC 101 76 0 06 Jul 2020
Progressive Graph Learning for Open-Set Domain Adaptation Yadan Luo Zijian Wang Zi Huang Mahsa Baktash OOD 44 96 0 22 Jun 2020
DeeperGCN: All You Need to Train Deeper GCNs Guohao Li Chenxin Xiong Ali K. Thabet Guohao Li GNN 115 436 0 13 Jun 2020
GNN3DMOT: Graph Neural Network for 3D Multi-Object Tracking with Multi-Feature Learning Xinshuo Weng Yongxin Wang Yunze Man Kris Kitani 3DPC VOT 65 216 0 12 Jun 2020
Spatio-Temporal Graph Transformer Networks for Pedestrian Trajectory Prediction Cunjun Yu Xiao Ma Jiawei Ren Haiyu Zhao Shuai Yi 46 463 0 18 May 2020
Recursive Social Behavior Graph for Trajectory Prediction Jianhua Sun Qinhong Jiang Cewu Lu GNN 55 158 0 22 Apr 2020
Bidirectional Graph Reasoning Network for Panoptic Segmentation Yangxin Wu Gengwei Zhang Yiming Gao Xiajun Deng Ke Gong Xiaodan Liang Liang Lin 38 57 0 14 Apr 2020
DualConvMesh-Net: Joint Geodesic and Euclidean Convolutions on 3D Meshes Jonas Schult Francis Engelmann Theodora Kontogianni Bastian Leibe 3DPC 3DV 39 84 0 02 Apr 2020
Graph Structured Network for Image-Text Matching Chunxiao Liu Zhendong Mao Tianzhu Zhang Hongtao Xie Bin Wang Yongdong Zhang 39 235 0 01 Apr 2020
DPGN: Distribution Propagation Graph Network for Few-shot Learning Ling Yang Liang Li Zilun Zhang Xinyu Zhou Erjin Zhou Yu Liu 47 207 0 31 Mar 2020
Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition Ziyu Liu Hongwen Zhang Zhenghao Chen Zhiyong Wang Wanli Ouyang 62 823 0 31 Mar 2020
Multi-Modal Graph Neural Network for Joint Reasoning on Vision and Scene Text Difei Gao Ke Li Ruiping Wang Shiguang Shan Xilin Chen 48 112 0 31 Mar 2020
Spatio-Temporal Graph for Video Captioning with Knowledge Distillation Boxiao Pan Haoye Cai De-An Huang Kuan-Hui Lee Adrien Gaidon Ehsan Adeli Juan Carlos Niebles 52 234 0 31 Mar 2020
Spatio-Temporal Graph Convolution for Resting-State fMRI Analysis Soham Gadgil Qingyu Zhao A. Pfefferbaum E. Sullivan Ehsan Adeli K. Pohl 106 152 0 24 Mar 2020
Spatial Pyramid Based Graph Reasoning for Semantic Segmentation Xia Li Yibo Yang Qijie Zhao Tiancheng Shen Zhouchen Lin Hong Liu SSeg GNN 123 161 0 23 Mar 2020
CPR-GCN: Conditional Partial-Residual Graph Convolutional Network in Automated Anatomical Labeling of Coronary Arteries Han Yang Xingjian Zhen Ying Chi Lei Zhang Xiansheng Hua MedIm 23 44 0 19 Mar 2020
Dynamic Multiscale Graph Neural Networks for 3D Skeleton-Based Human Motion Prediction Maosen Li Siheng Chen Yangheng Zhao Ya Zhang Yanfeng Wang Qi Tian AI4CE 3DH 103 306 0 17 Mar 2020
Towards High-Fidelity 3D Face Reconstruction from In-the-Wild Images Using Graph Convolutional Networks Jiangke Lin Yi Yuan Tianjia Shao Kun Zhou 3DH 3DV 44 103 0 12 Mar 2020
VSGNet: Spatial Attention Network for Detecting Human Object Interactions Using Graph Convolutions Oytun Ulutan A S M Iftekhar B. S. Manjunath 89 207 0 11 Mar 2020
Point-GNN: Graph Neural Network for 3D Object Detection in a Point Cloud Weijing Shi Ragunathan R. Rajkumar 3DPC 195 738 0 02 Mar 2020
Fine-grained Video-Text Retrieval with Hierarchical Graph Reasoning Shizhe Chen Yida Zhao Qin Jin Qi Wu 68 311 0 01 Mar 2020
Say As You Wish: Fine-grained Control of Image Caption Generation with Abstract Scene Graphs Shizhe Chen Qin Jin Peng Wang Qi Wu DiffM 67 216 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 55 697 0 27 Feb 2020
Object Relational Graph with Teacher-Recommended Learning for Video Captioning Ziqi Zhang Yaya Shi Chunfen Yuan Bing Li Peijin Wang Weiming Hu Zhengjun Zha VLM 57 271 0 26 Feb 2020
PUGeo-Net: A Geometry-centric Network for 3D Point Cloud Upsampling Y. Qian Junhui Hou Sam Kwong Ying He 3DPC 38 116 0 24 Feb 2020
When Radiology Report Generation Meets Knowledge Graph Yixiao Zhang Xiaosong Wang Ziyue Xu Qihang Yu Alan Yuille Daguang Xu MedIm 46 299 0 19 Feb 2020
Where Does It Exist: Spatio-Temporal Video Grounding for Multi-Form Sentences Zhu Zhang Zhou Zhao Yang Zhao Qi. Wang Huasheng Liu Lianli Gao 45 112 0 19 Jan 2020
Zero-Shot Video Object Segmentation via Attentive Graph Neural Networks Wenguan Wang Xiankai Lu Jianbing Shen David J. Crandall Ling Shao VOS 42 273 0 19 Jan 2020
Deep Learning for 3D Point Clouds: A Survey Yulan Guo Hanyun Wang Qingyong Hu Hao Liu Li Liu Bennamoun 3DPC 61 1,655 0 27 Dec 2019
Point2Node: Correlation Learning of Dynamic-Node for Point Cloud Feature Modeling Wenkai Han Chenglu Wen Cheng-Yu Wang Xin Li Qing Li 3DPC 30 93 0 23 Dec 2019
Cross-Modality Attention with Semantic Graph Embedding for Multi-Label Classification Renchun You Zhiyao Guo Lei Cui Xiang Long Sid Ying-Ze Bao Shilei Wen 39 184 0 17 Dec 2019
Learning a Neural Solver for Multiple Object Tracking Guillem Brasó Laura Leal-Taixé VOT 55 395 0 16 Dec 2019
Voxel2Mesh: 3D Mesh Model Generation from Volumetric Data Udaranga Wickramasinghe Edoardo Remelli G. Knott Pascal Fua 68 95 0 08 Dec 2019
Grid-GCN for Fast and Scalable Point Cloud Learning Qiangeng Xu Xudong Sun Cho-Ying Wu Panqu Wang Ulrich Neumann 3DPC GNN 58 244 0 06 Dec 2019
Relation Graph Network for 3D Object Detection in Point Clouds Mingtao Feng Syed Zulqarnain Gilani Yaonan Wang Liang Zhang Ajmal Mian 3DPC 39 73 0 30 Nov 2019
PointRGCN: Graph Convolution Networks for 3D Vehicles Detection Refinement Jesus Zarzar Silvio Giancola Guohao Li 3DPC 44 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 88 436 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 76 1,480 0 25 Nov 2019
Learnable Pooling in Graph Convolution Networks for Brain Surface Analysis Karthik Gopinath Christian Desrosiers H. Lombaert 32 25 0 22 Nov 2019
Spectral Graph Transformer Networks for Brain Surface Parcellation Ran He Karthik Gopinath Christian Desrosiers H. Lombaert MedIm 25 10 0 22 Nov 2019
Learning Cross-modal Context Graph for Visual Grounding Yongfei Liu Bo Wan Xiao-Dan Zhu Xuming He 33 90 0 20 Nov 2019
SpiralNet++: A Fast and Highly Efficient Mesh Convolution Operator Shunwang Gong Lei Chen M. Bronstein Stefanos Zafeiriou 3DH 80 148 0 13 Nov 2019
Heterogeneous Graph Learning for Visual Commonsense Reasoning Weijiang Yu Jingwen Zhou Weihao Yu Xiaodan Liang Nong Xiao LRM 48 46 0 25 Oct 2019
Unsupervised Multi-Task Feature Learning on Point Clouds Kaveh Hassani Mike Haley SSL 3DPC 157 194 0 18 Oct 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 57 193 0 23 Sep 2019
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds Huan Lei Naveed Akhtar Ajmal Mian 3DPC 53 166 0 20 Sep 2019
Dynamic Graph Attention for Referring Expression Comprehension Sibei Yang Guanbin Li Yizhou Yu OCL 54 216 0 18 Sep 2019
Dual Graph Convolutional Network for Semantic Segmentation Li Zhang Xiangtai Li Anurag Arnab Kuiyuan Yang Yunhai Tong Philip Torr GNN 50 172 0 13 Sep 2019
Hierarchy Parsing for Image Captioning Ting Yao Yingwei Pan Yehao Li Tao Mei VLM 42 164 0 09 Sep 2019