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
Quantum Complex-Valued Self-Attention Model Fu Chen Qinglin Zhao Li Feng Longfei Tang Yangbin Lin Haitao Huang MQ 96 0 0 24 Mar 2025
A Split-Window Transformer for Multi-Model Sequence Spammer Detection using Multi-Model Variational Autoencoder Zhou Yang Yucai Pang Hongbo Yin Yunpeng Xiao ViT 64 0 0 23 Feb 2025
KAA: Kolmogorov-Arnold Attention for Enhancing Attentive Graph Neural Networks Taoran Fang Tianhong Gao Chunping Wang Yihao Shang Wei Chow Lei Chen Yang Yang 74 2 0 23 Jan 2025
Towards Visual Grounding: A Survey Linhui Xiao Xiaoshan Yang X. Lan Yaowei Wang Changsheng Xu ObjD 135 4 0 31 Dec 2024
Graph Convolution Based Cross-Network Multi-Scale Feature Fusion for Deep Vessel Segmentation Gangming Zhao Kongming Liang Changzai Pan Fandong Zhang Xianpeng Wu Xinyang Hu Yizhou Yu MedIm 39 27 0 06 Jan 2023
PCRLv2: A Unified Visual Information Preservation Framework for Self-supervised Pre-training in Medical Image Analysis Hong-Yu Zhou Chi-Ken Lu Chaoqi Chen Sibei Yang Yizhou Yu 63 52 0 02 Jan 2023
Graph Neural Networks in Computer Vision -- Architectures, Datasets and Common Approaches Maciej Krzywda S. Lukasik Amir H. Gandomi GNN 58 10 0 20 Dec 2022
Point Transformer V2: Grouped Vector Attention and Partition-based Pooling Xiaoyang Wu Yixing Lao Li Jiang Xihui Liu Hengshuang Zhao 3DPC ViT 83 375 0 11 Oct 2022
Let Images Give You More:Point Cloud Cross-Modal Training for Shape Analysis Xu Yan Heshen Zhan Chaoda Zheng Jiantao Gao Ruimao Zhang Shuguang Cui Zhen Li 3DPC 79 33 0 09 Oct 2022
Diagnose Like a Radiologist: Hybrid Neuro-Probabilistic Reasoning for Attribute-Based Medical Image Diagnosis Gangming Zhao Quanlong Feng Chaoqi Chen Zhen Zhou Yizhou Yu 94 33 0 19 Aug 2022
Graph-based Spatial Transformer with Memory Replay for Multi-future Pedestrian Trajectory Prediction Lihuan Li Maurice Pagnucco Yang Song 62 59 0 12 Jun 2022
Relation Matters: Foreground-aware Graph-based Relational Reasoning for Domain Adaptive Object Detection Chaoqi Chen Jiongcheng Li Hong-Yu Zhou Xiaoguang Han Yue Huang Xinghao Ding Yizhou Yu 46 41 0 06 Jun 2022
Vision GNN: An Image is Worth Graph of Nodes Kai Han Yunhe Wang Jianyuan Guo Yehui Tang Enhua Wu GNN 3DH 51 361 0 01 Jun 2022
Reinforced Structured State-Evolution for Vision-Language Navigation Jinyu Chen Chen Gao Erli Meng Qiong Zhang Si Liu LM&Ro 29 41 0 20 Apr 2022
Stratified Transformer for 3D Point Cloud Segmentation Xin Lai Jianhui Liu Li Jiang Liwei Wang Hengshuang Zhao Shu Liu Xiaojuan Qi Jiaya Jia 3DPC ViT 78 268 0 28 Mar 2022
Compositional Temporal Grounding with Structured Variational Cross-Graph Correspondence Learning Juncheng Li Junlin Xie Long Qian Linchao Zhu Siliang Tang Leilei Gan Yi Yang Yueting Zhuang Xinze Wang 56 74 0 24 Mar 2022
Compound Domain Generalization via Meta-Knowledge Encoding Chaoqi Chen Jiongcheng Li Xiaoguang Han Xiaoqing Liu Yizhou Yu AI4CE 80 59 0 24 Mar 2022
Interacting Attention Graph for Single Image Two-Hand Reconstruction Mengcheng Li Liang An Hongwen Zhang Lianpeng Wu F. Chen Tao Yu Yebin Liu 3DH 57 108 0 17 Mar 2022
SIGMA: Semantic-complete Graph Matching for Domain Adaptive Object Detection Wuyang Li Xinyu Liu Yixuan Yuan 72 140 0 12 Mar 2022
3DCTN: 3D Convolution-Transformer Network for Point Cloud Classification Dening Lu Qian Xie Linlin Xu Jonathan Li 3DV 40 69 0 02 Mar 2022
Think Global, Act Local: Dual-scale Graph Transformer for Vision-and-Language Navigation Shizhe Chen Pierre-Louis Guhur Makarand Tapaswi Cordelia Schmid Ivan Laptev LM&Ro 61 141 0 23 Feb 2022
Structure-Aware Transformer for Graph Representation Learning Dexiong Chen Leslie O’Bray Karsten Borgwardt 59 244 0 07 Feb 2022
Laplacian2Mesh: Laplacian-Based Mesh Understanding Qiujie Dong Zixiong Wang Manyi Li Junjie Gao Shuangmin Chen Zhenyu Shu Shiqing Xin Changhe Tu Wenping Wang 42 26 0 01 Feb 2022
Scene Graph Generation: A Comprehensive Survey Guangming Zhu Liang Zhang Youliang Jiang Yixuan Dang Haoran Hou ... Mingtao Feng Xia Zhao Qiguang Miao Syed Afaq Ali Shah Bennamoun 3DV 61 82 0 03 Jan 2022
FedNI: Federated Graph Learning with Network Inpainting for Population-Based Disease Prediction Liang Peng Nan Wang Nicha Dvornek Xiaofeng Zhu Xiaoxiao Li FedML AI4CE 71 70 0 19 Dec 2021
Hybrid Graph Neural Networks for Few-Shot Learning Tianyuan Yu Sen He Yi-Zhe Song Tao Xiang 43 61 0 13 Dec 2021
Fast Point Transformer Chunghyun Park Yoonwoo Jeong Minsu Cho Jaesik Park 3DPC ViT 47 169 0 09 Dec 2021
diffConv: Analyzing Irregular Point Clouds with an Irregular View Manxi Lin Aasa Feragen GNN 3DPC 45 11 0 29 Nov 2021
A Lightweight Graph Transformer Network for Human Mesh Reconstruction from 2D Human Pose Ce Zheng Matías Mendieta Pu Wang Aidong Lu Chong Chen 3DH 40 31 0 24 Nov 2021
Graph-Guided Deformation for Point Cloud Completion Jieqi Shi Lingyun Xu Liang Heng Shaojie Shen 3DPC 33 18 0 11 Nov 2021
Generalized Radiograph Representation Learning via Cross-supervision between Images and Free-text Radiology Reports Hong-Yu Zhou X. Chen Y. Zhang R. Luo L. Wang Y. Yu MedIm 47 108 0 04 Nov 2021
Joint 3D Human Shape Recovery and Pose Estimation from a Single Image with Bilayer Graph Xin Yu J. Baar Siheng Chen 3DH 46 3 0 16 Oct 2021
PolyNet: Polynomial Neural Network for 3D Shape Recognition with PolyShape Representation Mohsen Yavartanoo Shih-Hsuan Hung Reyhaneh Neshatavar Yue Zhang Kyoung Mu Lee 45 15 0 15 Oct 2021
Object DGCNN: 3D Object Detection using Dynamic Graphs Yue Wang Justin Solomon 3DPC 166 103 0 13 Oct 2021
Transformer-based Dual Relation Graph for Multi-label Image Recognition Jiawei Zhao Ke Yan Yifan Zhao Xiaowei Guo Feiyue Huang Jia Li ViT 41 86 0 10 Oct 2021
Space-Time-Separable Graph Convolutional Network for Pose Forecasting Theodoros Sofianos Alessio Sampieri Luca Franco Fabio Galasso 3DH 55 143 0 09 Oct 2021
Preservational Learning Improves Self-supervised Medical Image Models by Reconstructing Diverse Contexts Hong-Yu Zhou Chi-Ken Lu Sibei Yang Xiaoguang Han Yizhou Yu SSL CLL 63 87 0 09 Sep 2021
DC-GNet: Deep Mesh Relation Capturing Graph Convolution Network for 3D Human Shape Reconstruction Shihao Zhou Mengxi Jiang Shanshan Cai Yunqi Lei 3DH 76 12 0 27 Aug 2021
Graph-to-3D: End-to-End Generation and Manipulation of 3D Scenes Using Scene Graphs Helisa Dhamo Fabian Manhardt Nassir Navab F. Tombari 3DV 27 67 0 19 Aug 2021
Adaptive Graph Convolution for Point Cloud Analysis Hao Zhou Yidan Feng Mingsheng Fang Mingqiang Wei J. Qin Tong Lu 3DPC 53 137 0 18 Aug 2021
GCN-Denoiser: Mesh Denoising with Graph Convolutional Networks Yuefan Shen Hongbo Fu Zhongshuo Du Xiang Chen Evgeny Burnaev Denis Zorin Kun Zhou Youyi Zheng AI4CE 54 38 0 11 Aug 2021
GraphFPN: Graph Feature Pyramid Network for Object Detection Gangming Zhao Weifeng Ge Yizhou Yu ObjD 122 83 0 02 Aug 2021
Adaptive Hierarchical Graph Reasoning with Semantic Coherence for Video-and-Language Inference Juncheng Li Siliang Tang Linchao Zhu Haochen Shi Xuanwen Huang Leilei Gan Yi Yang Yueting Zhuang 51 28 0 26 Jul 2021
Training Graph Neural Networks with 1000 Layers Guohao Li Matthias Muller Guohao Li V. Koltun GNN AI4CE 70 238 0 14 Jun 2021
Affinity Attention Graph Neural Network for Weakly Supervised Semantic Segmentation Bingfeng Zhang Jimin Xiao Jianbo Jiao Yunchao Wei Yao-Min Zhao 54 95 0 08 Jun 2021
Subdivision-Based Mesh Convolution Networks Shimin Hu Zheng-Ning Liu Meng-Hao Guo Junxiong Cai Jiahui Huang Tai-Jiang Mu Ralph Robert Martin 3DV 36 122 0 04 Jun 2021
Learning Dynamic Graph Representation of Brain Connectome with Spatio-Temporal Attention Byung-Hoon Kim Jong Chul Ye Jae-Jin Kim 65 129 0 27 May 2021
Act Like a Radiologist: Towards Reliable Multi-view Correspondence Reasoning for Mammogram Mass Detection Yuhang Liu Fandong Zhang Chaoqi Chen Siwen Wang Yizhou Wang Yizhou Yu MedIm 33 38 0 21 May 2021
FloorPlanCAD: A Large-Scale CAD Drawing Dataset for Panoptic Symbol Spotting Zhiwen Fan Lingjie Zhu Honghua Li Xiaohao Chen Siyu Zhu Ping Tan 3DPC 40 35 0 15 May 2021
Walk in the Cloud: Learning Curves for Point Clouds Shape Analysis Tiange Xiang Chaoyi Zhang Yang Song Jianhui Yu Weidong (Tom) Cai 3DPC 169 283 0 04 May 2021