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"

50 / 266 papers shown

Title
Graph Convolutional Networks for Temporal Action Localization Runhao Zeng Wenbing Huang Mingkui Tan Yu Rong P. Zhao Junzhou Huang Chuang Gan GNN 74 476 0 07 Sep 2019
Visual Semantic Reasoning for Image-Text Matching Kunpeng Li Yulun Zhang Keqin Li Yuanyuan Li Y. Fu VLM 64 500 0 06 Sep 2019
Temporal Reasoning Graph for Activity Recognition Jingran Zhang Fumin Shen Xing Xu Heng Tao Shen 41 60 0 27 Aug 2019
A joint 3D UNet-Graph Neural Network-based method for Airway Segmentation from chest CTs Antonio Garcia-Uceda Juarez Raghavendra Selvan Z. Saghir Marleen de Bruijne 26 72 0 22 Aug 2019
Learning Semantic-Specific Graph Representation for Multi-Label Image Recognition Tianshui Chen Muxi Xu X. Hui Hefeng Wu Liang Lin 36 287 0 20 Aug 2019
Dynamic Graph Message Passing Networks Li Zhang Dan Xu Anurag Arnab Philip Torr GNN 45 138 0 19 Aug 2019
Graph Convolutional Networks for Coronary Artery Segmentation in Cardiac CT Angiography J. Wolterink T. Leiner Ivana Išgum 37 64 0 14 Aug 2019
Point Cloud Super Resolution with Adversarial Residual Graph Networks Huikai Wu Junge Zhang Kaiqi Huang 3DPC 31 47 0 06 Aug 2019
Pixel2Mesh++: Multi-View 3D Mesh Generation via Deformation Chao Wen Yinda Zhang Zhuwen Li Yanwei Fu 3DV 50 239 0 05 Aug 2019
DropEdge: Towards Deep Graph Convolutional Networks on Node Classification Yu Rong Wenbing Huang Tingyang Xu Junzhou Huang 69 1,323 0 25 Jul 2019
Relationship-Embedded Representation Learning for Grounding Referring Expressions Sibei Yang Guanbin Li Yizhou Yu ObjD 44 53 0 11 Jun 2019
PyramNet: Point Cloud Pyramid Attention Network and Graph Embedding Module for Classification and Segmentation Z. Kang Ning Li 3DPC 35 33 0 07 Jun 2019
Uncertainty-based graph convolutional networks for organ segmentation refinement R. Soberanis-Mukul Nassir Navab Shadi Albarqouni SSeg MedIm 37 12 0 05 Jun 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 81 17,950 0 28 May 2019
GAPNet: Graph Attention based Point Neural Network for Exploiting Local Feature of Point Cloud Can Chen L. Z. Fragonara Antonios Tsourdos 3DPC 21 86 0 21 May 2019
3D Point Cloud Generative Adversarial Network Based on Tree Structured Graph Convolutions Dong Wook Shu Sung Woo Park Junseok Kwon 3DPC 72 280 0 15 May 2019
Graph U-Nets Hongyang Gao Shuiwang Ji AI4CE SSL SSeg GNN 64 1,073 0 11 May 2019
Language-Conditioned Graph Networks for Relational Reasoning Ronghang Hu Anna Rohrbach Trevor Darrell Kate Saenko 62 172 0 10 May 2019
Convolutional Mesh Regression for Single-Image Human Shape Reconstruction Nikos Kolotouros Georgios Pavlakos Kostas Daniilidis 3DH 71 524 0 08 May 2019
Neural 3D Morphable Models: Spiral Convolutional Networks for 3D Shape Representation Learning and Generation Giorgos Bouritsas Sergiy Bokhnyak Stylianos Ploumpis M. Bronstein Stefanos Zafeiriou MedIm 3DH 39 165 0 08 May 2019
Edge-labeling Graph Neural Network for Few-shot Learning Jongmin Kim Taesup Kim Sungwoong Kim Chang D. Yoo 63 455 0 04 May 2019
Graph Convolutional Networks with EigenPooling Yao Ma Suhang Wang Charu C. Aggarwal Jiliang Tang GNN 106 332 0 30 Apr 2019
Actional-Structural Graph Convolutional Networks for Skeleton-based Action Recognition Maosen Li Siheng Chen Xu Chen Ya Zhang Yanfeng Wang Qi Tian 51 901 0 26 Apr 2019
Learning Actor Relation Graphs for Group Activity Recognition Jianchao Wu Limin Wang Li Wang Jie Guo Gangshan Wu 57 241 0 23 Apr 2019
KPConv: Flexible and Deformable Convolution for Point Clouds Hugues Thomas C. Qi Jean-Emmanuel Deschaud B. Marcotegui F. Goulette Leonidas Guibas 3DPC 131 2,518 0 18 Apr 2019
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks Chris Choy JunYoung Gwak Silvio Savarese 3DPC 114 1,768 0 18 Apr 2019
Neural Message Passing for Multi-Label Classification Jack Lanchantin Arshdeep Sekhon Yanjun Qi 39 38 0 17 Apr 2019
DeepGCNs: Can GCNs Go as Deep as CNNs? Ge Li Matthias Muller Ali K. Thabet Guohao Li 3DPC GNN 106 1,333 0 07 Apr 2019
Multi-Label Image Recognition with Graph Convolutional Networks Zhao-Min Chen Xiu-Shen Wei Peng Wang Yanwen Guo 59 996 0 07 Apr 2019
Point Cloud Oversegmentation with Graph-Structured Deep Metric Learning Loic Landrieu Mohamed Boussaha 3DPC 54 151 0 03 Apr 2019
Relation-Aware Graph Attention Network for Visual Question Answering Linjie Li Zhe Gan Yu Cheng Jingjing Liu GNN 136 343 0 29 Mar 2019
InceptionGCN: Receptive Field Aware Graph Convolutional Network for Disease Prediction Anees Kazi Shayan Shekarforoush S. Krishna Hendrik Burwinkel G. Vivar K. Kortüm Seyed-Ahmad Ahmadi Shadi Albarqouni Nassir Navab GNN MedIm 57 146 0 11 Mar 2019
3D Hand Shape and Pose Estimation from a Single RGB Image Liuhao Ge Zhou Ren Yuncheng Li Zehao Xue Yingying Wang Jianfei Cai Junsong Yuan 3DH 53 434 0 03 Mar 2019
GQA: A New Dataset for Real-World Visual Reasoning and Compositional Question Answering Drew A. Hudson Christopher D. Manning CoGe NAI 40 137 0 25 Feb 2019
An Attention Enhanced Graph Convolutional LSTM Network for Skeleton-Based Action Recognition Chenyang Si Wentao Chen Wei Wang Liang Wang Tieniu Tan 62 708 0 25 Feb 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 292 8,441 0 03 Jan 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 521 5,457 0 20 Dec 2018
3DTI-Net: Learn Inner Transform Invariant 3D Geometry Features using Dynamic GCN G. Pan Jun Wang R. Ying Peilin Liu 3DPC 11 16 0 15 Dec 2018
Neighbourhood Watch: Referring Expression Comprehension via Language-guided Graph Attention Networks Peng Wang Qi Wu Jiewei Cao Chunhua Shen Lianli Gao Anton Van Den Hengel ObjD 52 253 0 12 Dec 2018
Auto-Encoding Scene Graphs for Image Captioning Xu Yang Kaihua Tang Hanwang Zhang Jianfei Cai 117 698 0 06 Dec 2018
Graph-Based Global Reasoning Networks Yunpeng Chen Marcus Rohrbach Zhicheng Yan Shuicheng Yan Jiashi Feng Yannis Kalantidis GNN NAI 286 457 0 30 Nov 2018
A Graph-CNN for 3D Point Cloud Classification Yingxue Zhang Michael G. Rabbat 3DPC 162 158 0 28 Nov 2018
MeshNet: Mesh Neural Network for 3D Shape Representation Yutong Feng Yifan Feng Haoxuan You Xibin Zhao Yue Gao 3DV 3DH 44 303 0 28 Nov 2018
Patch-based Progressive 3D Point Set Upsampling Yifan Wang Shihao Wu J. Herrmann Daniel Cohen-Or O. Sorkine-Hornung 3DPC 51 268 0 27 Nov 2018
Attentive Relational Networks for Mapping Images to Scene Graphs Mengshi Qi Weijian Li Zhengyuan Yang Yunhong Wang Jiebo Luo 3DPC 3DH GNN 33 168 0 26 Nov 2018
Modeling Local Geometric Structure of 3D Point Clouds using Geo-CNN Shiyi Lan Ruichi Yu Gang Yu L. Davis 3DPC 47 140 0 19 Nov 2018
PointConv: Deep Convolutional Networks on 3D Point Clouds Wenxuan Wu Zhongang Qi Fuxin Li 3DPC 103 1,552 0 17 Nov 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 141 7,554 0 01 Oct 2018
Hypergraph Neural Networks Yifan Feng Haoxuan You Zizhao Zhang Rongrong Ji Yue Gao GNN 66 1,365 0 25 Sep 2018
Exploring Visual Relationship for Image Captioning Ting Yao Yingwei Pan Yehao Li Tao Mei 65 830 0 19 Sep 2018