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Graph Neural Networks in Vision-Language Image Understanding: A Survey

7 March 2023

Papers citing "Graph Neural Networks in Vision-Language Image Understanding: A Survey"

30 / 80 papers shown

Title
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 485 20,342 0 23 Oct 2019
Hierarchy Parsing for Image Captioning Ting Yao Yingwei Pan Yehao Li Tao Mei VLM 64 165 0 09 Sep 2019
Measuring and Relieving the Over-smoothing Problem for Graph Neural Networks from the Topological View Deli Chen Yankai Lin Wei Li Peng Li Jie Zhou Xu Sun 94 1,111 0 07 Sep 2019
Towards Unsupervised Image Captioning with Shared Multimodal Embeddings Iro Laina Christian Rupprecht Nassir Navab SSL 60 103 0 25 Aug 2019
Aligning Linguistic Words and Visual Semantic Units for Image Captioning Longteng Guo Jing Liu Jinhui Tang Jiangwei Li W. Luo Hanqing Lu 61 102 0 06 Aug 2019
An Empirical Study on Leveraging Scene Graphs for Visual Question Answering Cheng Zhang Wei-Lun Chao D. Xuan 53 51 0 28 Jul 2019
Image Captioning: Transforming Objects into Words Simão Herdade Armin Kappeler K. Boakye Joao Soares ViT 130 470 0 14 Jun 2019
MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing Sami Abu-El-Haija Bryan Perozzi Amol Kapoor N. Alipourfard Kristina Lerman Hrayr Harutyunyan Greg Ver Steeg Aram Galstyan GNN 97 916 0 30 Apr 2019
Towards VQA Models That Can Read Amanpreet Singh Vivek Natarajan Meet Shah Yu Jiang Xinlei Chen Dhruv Batra Devi Parikh Marcus Rohrbach EgoV 111 1,255 0 18 Apr 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 788 8,579 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 1.1K 5,534 0 20 Dec 2018
Auto-Encoding Scene Graphs for Image Captioning Xu Yang Kaihua Tang Hanwang Zhang Jianfei Cai 165 699 0 06 Dec 2018
A Comprehensive Survey of Deep Learning for Image Captioning Md Zakir Hossain Ferdous Sohel M. Shiratuddin Hamid Laga VLM 3DV 103 777 0 06 Oct 2018
Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks Christopher Morris Martin Ritzert Matthias Fey William L. Hamilton J. E. Lenssen Gaurav Rattan Martin Grohe GNN 194 1,645 0 04 Oct 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 257 7,705 0 01 Oct 2018
Exploring Visual Relationship for Image Captioning Ting Yao Yingwei Pan Yehao Li Tao Mei 82 835 0 19 Sep 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 769 3,131 0 04 Jun 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 481 20,233 0 30 Oct 2017
Automatic Spatially-aware Fashion Concept Discovery Xintong Han Zuxuan Wu Phoenix X. Huang Xiao Zhang Menglong Zhu Yuan Li Yang Zhao L. Davis 81 272 0 03 Aug 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 514 15,331 0 07 Jun 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 352 3,270 0 02 Dec 2016
Graph-Structured Representations for Visual Question Answering Damien Teney Lingqiao Liu Anton Van Den Hengel GNN NAI 102 420 0 19 Sep 2016
SPICE: Semantic Propositional Image Caption Evaluation Peter Anderson Basura Fernando Mark Johnson Stephen Gould EGVM 108 1,919 0 29 Jul 2016
FVQA: Fact-based Visual Question Answering Peng Wang Qi Wu Chunhua Shen Anton van den Hengel A. Dick CoGe 87 462 0 17 Jun 2016
Gated Graph Sequence Neural Networks Yujia Li Daniel Tarlow Marc Brockschmidt R. Zemel GNN 347 3,288 0 17 Nov 2015
VQA: Visual Question Answering Aishwarya Agrawal Jiasen Lu Stanislaw Antol Margaret Mitchell C. L. Zitnick Dhruv Batra Devi Parikh CoGe 226 5,509 0 03 May 2015
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks Kai Sheng Tai R. Socher Christopher D. Manning AIMat 144 3,122 0 28 Feb 2015
Deep Visual-Semantic Alignments for Generating Image Descriptions A. Karpathy Li Fei-Fei 152 5,591 0 07 Dec 2014
CIDEr: Consensus-based Image Description Evaluation Ramakrishna Vedantam C. L. Zitnick Devi Parikh 300 4,511 0 20 Nov 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 1.1K 23,396 0 03 Jun 2014