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"

36 / 36 papers shown

Title
Quantum Complex-Valued Self-Attention Model Fu Chen Qinglin Zhao Li Feng Longfei Tang Yangbin Lin Haitao Huang MQ 47 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 33 0 0 23 Feb 2025
Hybrid State-Space and GRU-based Graph Tokenization Mamba for Hyperspectral Image Classification Muhammad Ahmad Muhammad Hassaan Farooq Butt Muhammad Usama Manuel Mazzara Salvatore Distefano Adil Mehmood Khan Danfeng Hong 54 0 0 10 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 41 1 0 23 Jan 2025
EViT: An Eagle Vision Transformer with Bi-Fovea Self-Attention Yulong Shi Mingwei Sun Yongshuai Wang Hui Sun Zengqiang Chen 24 3 0 10 Oct 2023
Privacy-Preserving Graph Machine Learning from Data to Computation: A Survey Dongqi Fu Wenxuan Bao Ross Maciejewski Hanghang Tong Jingrui He 16 8 0 10 Jul 2023
Learning to search for and detect objects in foveal images using deep learning Beatriz Paula Plinio Moreno ObjD 14 0 0 12 Apr 2023
Inductive biases in deep learning models for weather prediction Jannik Thümmel Matthias Karlbauer S. Otte C. Zarfl Georg Martius ... Thomas Scholten Ulrich Friedrich V. Wulfmeyer B. Goswami Martin Volker Butz AI4CE 23 4 0 06 Apr 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 23 52 0 02 Jan 2023
The Path to Autonomous Learners Hanna Abi Akl 14 1 0 04 Nov 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 46 30 0 09 Oct 2022
Object DGCNN: 3D Object Detection using Dynamic Graphs Yue Wang Justin Solomon 3DPC 137 80 0 13 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 55 84 0 09 Sep 2021
Walk in the Cloud: Learning Curves for Point Clouds Shape Analysis Tiange Xiang Chaoyi Zhang Yang Song Jianhui Yu Weidong (Tom) Cai 3DPC 130 230 0 04 May 2021
Learning Graph Embeddings for Open World Compositional Zero-Shot Learning Massimiliano Mancini Muhammad Ferjad Naeem Yongqin Xian Zeynep Akata CoGe 60 67 0 03 May 2021
Bridge to Answer: Structure-aware Graph Interaction Network for Video Question Answering Jungin Park Jiyoung Lee K. Sohn 114 99 0 29 Apr 2021
AttWalk: Attentive Cross-Walks for Deep Mesh Analysis Ran Ben Izhak Alon Lahav A. Tal 3DV 18 8 0 23 Apr 2021
Discrete-continuous Action Space Policy Gradient-based Attention for Image-Text Matching Shiyang Yan Li Yu Yuan Xie 21 33 0 21 Apr 2021
Bipartite Graph Network with Adaptive Message Passing for Unbiased Scene Graph Generation Rongjie Li Songyang Zhang Bo Wan Xuming He 160 209 0 01 Apr 2021
Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection Chenchen Zhu Fangyi Chen Uzair Ahmed Zhiqiang Shen Marios Savvides ObjD 54 154 0 02 Mar 2021
InstanceRefer: Cooperative Holistic Understanding for Visual Grounding on Point Clouds through Instance Multi-level Contextual Referring Zhihao Yuan Xu Yan Yinghong Liao Ruimao Zhang Sheng Wang Zhen Li Shuguang Cui 53 128 0 01 Mar 2021
Deep Continuous Fusion for Multi-Sensor 3D Object Detection Ming Liang Binh Yang Shenlong Wang R. Urtasun 3DPC 177 775 0 20 Dec 2020
Primal-Dual Mesh Convolutional Neural Networks Francesco Milano Antonio Loquercio Antoni Rosinol Davide Scaramuzza Luca Carlone 3DPC AI4CE 38 89 0 23 Oct 2020
Comprehensive Image Captioning via Scene Graph Decomposition Yiwu Zhong Liwei Wang Jianshu Chen Dong Yu Yin Li 76 123 0 23 Jul 2020
Spatio-Temporal Graph Convolution for Resting-State fMRI Analysis S. Gadgil Qingyu Zhao A. Pfefferbaum E. Sullivan Ehsan Adeli K. Pohl 50 147 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 97 161 0 23 Mar 2020
Dynamic Multiscale Graph Neural Networks for 3D Skeleton-Based Human Motion Prediction Maosen Li Siheng Chen Yangheng Zhao Ya-Qin Zhang Yanfeng Wang Qi Tian AI4CE 3DH 85 267 0 17 Mar 2020
VSGNet: Spatial Attention Network for Detecting Human Object Interactions Using Graph Convolutions Oytun Ulutan A S M Iftekhar B. S. Manjunath 39 186 0 11 Mar 2020
Point-GNN: Graph Neural Network for 3D Object Detection in a Point Cloud Weijing Shi Ragunathan R. Rajkumar 3DPC 131 615 0 02 Mar 2020
Unsupervised Multi-Task Feature Learning on Point Clouds Kaveh Hassani Mike Haley SSL 3DPC 104 193 0 18 Oct 2019
Graph-Based Global Reasoning Networks Yunpeng Chen Marcus Rohrbach Zhicheng Yan Shuicheng Yan Jiashi Feng Yannis Kalantidis GNN NAI 244 453 0 30 Nov 2018
A Graph-CNN for 3D Point Cloud Classification Yingxue Zhang Michael G. Rabbat 3DPC 98 144 0 28 Nov 2018
Representation Learning on Graphs with Jumping Knowledge Networks Keyulu Xu Chengtao Li Yonglong Tian Tomohiro Sonobe Ken-ichi Kawarabayashi Stefanie Jegelka GNN 217 1,726 0 09 Jun 2018
SpiderCNN: Deep Learning on Point Sets with Parameterized Convolutional Filters Yifan Xu Tianqi Fan Mingye Xu Long Zeng Yu Qiao 3DV 3DPC 142 760 0 30 Mar 2018
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 210 13,886 0 02 Dec 2016
Geometric deep learning on graphs and manifolds using mixture model CNNs Federico Monti Davide Boscaini Jonathan Masci Emanuele Rodolà Jan Svoboda M. Bronstein GNN 231 1,801 0 25 Nov 2016