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
Adaptive Sampling Towards Fast Graph Representation Learning Wen-bing Huang Tong Zhang Yu Rong Junzhou Huang GNN 60 490 0 14 Sep 2018
Deep Learning for Generic Object Detection: A Survey Li Liu Wanli Ouyang Xiaogang Wang Paul Fieguth Jie Chen Xinwang Liu M. Pietikäinen ObjD VLM OOD 143 2,438 0 06 Sep 2018
Graph R-CNN for Scene Graph Generation Jianwei Yang Jiasen Lu Stefan Lee Dhruv Batra Devi Parikh GNN 93 839 0 01 Aug 2018
Tangent Convolutions for Dense Prediction in 3D Maxim Tatarchenko Jaesik Park V. Koltun Qian-Yi Zhou 3DV 3DPC MDE 61 542 0 06 Jul 2018
Factorizable Net: An Efficient Subgraph-based Framework for Scene Graph Generation Yikang Li Wanli Ouyang Bolei Zhou Jianping Shi Yawen Cui Xiaogang Wang GNN 38 273 0 29 Jun 2018
Hierarchical Graph Representation Learning with Differentiable Pooling Rex Ying Jiaxuan You Christopher Morris Xiang Ren William L. Hamilton J. Leskovec GNN 203 2,135 0 22 Jun 2018
Learning Conditioned Graph Structures for Interpretable Visual Question Answering Will Norcliffe-Brown Efstathios Vafeias Sarah Parisot GNN 49 237 0 19 Jun 2018
Representation Learning on Graphs with Jumping Knowledge Networks Keyulu Xu Chengtao Li Yonglong Tian Tomohiro Sonobe Ken-ichi Kawarabayashi Stefanie Jegelka GNN 461 1,965 0 09 Jun 2018
RGCNN: Regularized Graph CNN for Point Cloud Segmentation Gusi Te Wei Hu Zongming Guo Amin Zheng 3DPC 48 322 0 08 Jun 2018
Deep Vessel Segmentation By Learning Graphical Connectivity Seung Yeon Shin Soochahn Lee I. Yun Kyoung Mu Lee 28 206 0 06 Jun 2018
Videos as Space-Time Region Graphs Xinyu Wang Abhinav Gupta 63 753 0 05 Jun 2018
Disease Prediction using Graph Convolutional Networks: Application to Autism Spectrum Disorder and Alzheimer's Disease Sarah Parisot S. Ktena Enzo Ferrante M. J. Lee Ricardo Guerrero Ben Glocker Daniel Rueckert MedIm 44 529 0 05 Jun 2018
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 378 3,101 0 04 Jun 2018
Rethinking Knowledge Graph Propagation for Zero-Shot Learning Michael C. Kampffmeyer Yinbo Chen Xiaodan Liang Hao Wang Yujia Zhang Eric Xing 133 305 0 29 May 2018
Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning Yanbin Liu Juho Lee Minseop Park Saehoon Kim Eunho Yang Sung Ju Hwang Yi Yang 71 667 0 25 May 2018
Multi-View Graph Convolutional Network and Its Applications on Neuroimage Analysis for Parkinson's Disease Xi Sheryl Zhang Lifang He Kun Chen Yuan Luo Jiayu Zhou Fei Wang 18 87 0 22 May 2018
Extraction of Airways using Graph Neural Networks Raghavendra Selvan Thomas Kipf Max Welling J. Pedersen Jens Petersen Marleen de Bruijne MedIm 32 21 0 12 Apr 2018
Pixel2Mesh: Generating 3D Mesh Models from Single RGB Images Nanyang Wang Yinda Zhang Zhuwen Li Yanwei Fu Wen Liu Yu-Gang Jiang 3DV 81 1,323 0 05 Apr 2018
SpiderCNN: Deep Learning on Point Sets with Parameterized Convolutional Filters Yifan Xu Tianqi Fan Mingye Xu Long Zeng Yu Qiao 3DV 3DPC 198 769 0 30 Mar 2018
Zero-shot Recognition via Semantic Embeddings and Knowledge Graphs Xinyu Wang Yufei Ye Abhinav Gupta 137 586 0 21 Mar 2018
Local Spectral Graph Convolution for Point Set Feature Learning Chu Wang Babak Samari Kaleem Siddiqi 3DPC GNN 46 371 0 15 Mar 2018
Dynamic Graph CNN for Learning on Point Clouds Yue Wang Yongbin Sun Ziwei Liu Sanjay E. Sarma M. Bronstein Justin Solomon GNN 3DPC 223 6,076 0 24 Jan 2018
$PointCNN: Convolution On $\mathcal{X}$-Transformed Points$ PointCNN: Convolution On $\mathcal{X}$ -Transformed Points Yangyan Li Rui Bu Mingchao Sun Wei Wu Xinhan Di Baoquan Chen 3DPC 195 2,429 0 23 Jan 2018
Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition Sijie Yan Yuanjun Xiong Dahua Lin GNN 202 4,124 0 23 Jan 2018
Adaptive Graph Convolutional Neural Networks Ruoyu Li Sheng Wang Feiyun Zhu Junzhou Huang GNN 99 750 0 10 Jan 2018
Relation Networks for Object Detection Han Hu Jiayuan Gu Zheng Zhang Jifeng Dai Yichen Wei ObjD 85 1,222 0 30 Nov 2017
Large-scale Point Cloud Semantic Segmentation with Superpoint Graphs Loic Landrieu M. Simonovsky GNN 3DPC 130 1,245 0 27 Nov 2017
Shift: A Zero FLOP, Zero Parameter Alternative to Spatial Convolutions Bichen Wu Alvin Wan Xiangyu Yue Peter H. Jin Sicheng Zhao Noah Golmant A. Gholaminejad Joseph E. Gonzalez Kurt Keutzer 3DPC 54 363 0 22 Nov 2017
Non-local Neural Networks Xinyu Wang Ross B. Girshick Abhinav Gupta Kaiming He OffRL 196 8,867 0 21 Nov 2017
Vision-and-Language Navigation: Interpreting visually-grounded navigation instructions in real environments Peter Anderson Qi Wu Damien Teney Jake Bruce Mark Johnson Niko Sünderhauf Ian Reid Stephen Gould Anton Van Den Hengel LM&Ro 74 1,299 0 20 Nov 2017
Neural Motifs: Scene Graph Parsing with Global Context Rowan Zellers Mark Yatskar Sam Thomson Yejin Choi GNN 65 992 0 17 Nov 2017
Few-Shot Learning with Graph Neural Networks Victor Garcia Satorras Joan Bruna GNN 154 1,235 0 10 Nov 2017
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 301 19,902 0 30 Oct 2017
Tips and Tricks for Visual Question Answering: Learnings from the 2017 Challenge Damien Teney Peter Anderson Xiaodong He Anton Van Den Hengel 70 382 0 09 Aug 2017
Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering Peter Anderson Xiaodong He Chris Buehler Damien Teney Mark Johnson Stephen Gould Lei Zhang AIMat 100 4,201 0 25 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 430 129,831 0 12 Jun 2017
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space C. Qi L. Yi Hao Su Leonidas Guibas 3DPC 3DV 252 11,000 0 07 Jun 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 374 15,066 0 07 Jun 2017
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters Ron Levie Federico Monti Xavier Bresson M. Bronstein GNN 117 658 0 22 May 2017
The Kinetics Human Action Video Dataset W. Kay João Carreira Karen Simonyan Brian Zhang Chloe Hillier ... Tim Green T. Back Apostol Natsev Mustafa Suleyman Andrew Zisserman 193 3,771 0 19 May 2017
Bootstrapping Graph Convolutional Neural Networks for Autism Spectrum Disorder Classification Rushil Anirudh Jayaraman J. Thiagarajan 46 90 0 24 Apr 2017
Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs M. Simonovsky N. Komodakis GNN 138 1,223 0 10 Apr 2017
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 254 7,388 0 04 Apr 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 298 27,018 0 20 Mar 2017
Modeling Relational Data with Graph Convolutional Networks Michael Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 134 4,772 0 17 Mar 2017
Spectral Graph Convolutions for Population-based Disease Prediction Sarah Parisot S. Ktena Enzo Ferrante M. J. Lee Ricardo Guerrero Ben Glocker Daniel Rueckert MedIm 60 210 0 08 Mar 2017
Distance Metric Learning using Graph Convolutional Networks: Application to Functional Brain Networks S. Ktena Sarah Parisot Enzo Ferrante Martin Rajchl M. J. Lee Ben Glocker Daniel Rueckert GNN 82 193 0 07 Mar 2017
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 285 3,187 0 02 Dec 2016
SyncSpecCNN: Synchronized Spectral CNN for 3D Shape Segmentation L. Yi Hao Su Xingwen Guo Leonidas Guibas GNN 3DPC 110 465 0 02 Dec 2016
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas Guibas 3DH 3DPC 3DV PINN 395 14,191 0 02 Dec 2016