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A Review of Location Encoding for GeoAI: Methods and Applications

7 November 2021

Papers citing "A Review of Location Encoding for GeoAI: Methods and Applications"

49 / 49 papers shown

Title
Spatioformer: A Geo-encoded Transformer for Large-Scale Plant Species Richness Prediction Yiqing Guo K. Mokany S. Levick Jinyan Yang P. Moghadam MDE 193 2 0 25 Oct 2024
TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning Nemin Wu Qian Cao Zhangyu Wang Zeping Liu Yanlin Qi ... Stefano Ermon T. Ganu A. Nambi Ni Lao Gengchen Mai 176 20 0 21 Jun 2024
Jointly spatial-temporal representation learning for individual trajectories Fei Huang Jianrong Lv Yang Yue AI4TS 200 3 0 07 Dec 2023
Kriging Convolutional Networks G. Appleby Linfeng Liu Liping Liu 101 65 0 15 Jun 2023
Geographic Question Answering: Challenges, Uniqueness, Classification, and Future Directions Gengchen Mai K. Janowicz Rui Zhu Ling Cai Ni Lao 52 61 0 19 May 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 676 41,483 0 22 Oct 2020
Spatial Language Representation with Multi-Level Geocoding Sayali Kulkarni Shailee Jain Mohammad Javad Hosseini Jason Baldridge Eugene Ie Li Zhang AI4CE 43 17 0 21 Aug 2020
LSTM-TrajGAN: A Deep Learning Approach to Trajectory Privacy Protection Jinmeng Rao Song Gao Yuhao Kang Qunying Huang 113 109 0 14 Jun 2020
SE-KGE: A Location-Aware Knowledge Graph Embedding Model for Geographic Question Answering and Spatial Semantic Lifting Gengchen Mai K. Janowicz Ling Cai Rui Zhu Blake Regalia Bo Yan Meilin Shi Ni Lao 90 79 0 25 Apr 2020
Generative PointNet: Deep Energy-Based Learning on Unordered Point Sets for 3D Generation, Reconstruction and Classification Jianwen Xie Yifei Xu Zilong Zheng Song-Chun Zhu Ying Nian Wu 3DPC 129 82 0 02 Apr 2020
Multi-Scale Representation Learning for Spatial Feature Distributions using Grid Cells Gengchen Mai K. Janowicz Bo Yan Rui Zhu Ling Cai Ni Lao SSL 131 124 0 16 Feb 2020
TransGCN:Coupling Transformation Assumptions with Graph Convolutional Networks for Link Prediction Ling Cai Bo Yan Gengchen Mai K. Janowicz Rui Zhu GNN 51 77 0 01 Oct 2019
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge Graphs Gengchen Mai K. Janowicz Bo Yan Rui Zhu Ling Cai Ni Lao 42 15 0 30 Sep 2019
Reconstructing continuous distributions of 3D protein structure from cryo-EM images Ellen D. Zhong Tristan Bepler Joseph H. Davis Bonnie Berger 3DV 66 110 0 11 Sep 2019
Time2Vec: Learning a Vector Representation of Time Seyed Mehran Kazemi Rishab Goel Sepehr Eghbali J. Ramanan Jaspreet Sahota Sanjay Thakur Stella Wu Cathal Smyth Pascal Poupart Marcus A. Brubaker AI4TS 68 348 0 11 Jul 2019
PointFlow: 3D Point Cloud Generation with Continuous Normalizing Flows Guandao Yang Xun Huang Jinwei Gu Ming-Yuan Liu Serge J. Belongie Bharath Hariharan 3DPC 101 671 0 28 Jun 2019
Presence-Only Geographical Priors for Fine-Grained Image Classification Oisin Mac Aodha Elijah Cole Pietro Perona 79 167 0 12 Jun 2019
Geo-Aware Networks for Fine-Grained Recognition Grace Chu B. Potetz Weijun Wang Andrew G. Howard Yang Song Fernando Brucher Thomas Leung Hartwig Adam ObjD 67 86 0 04 Jun 2019
3D Point Cloud Generative Adversarial Network Based on Tree Structured Graph Convolutions Dong Wook Shu Sung Woo Park Junseok Kwon 3DPC 88 285 0 15 May 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
Learning Grid Cells as Vector Representation of Self-Position Coupled with Matrix Representation of Self-Motion Ruiqi Gao Jianwen Xie Song-Chun Zhu Ying Nian Wu SSL 56 41 0 12 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,229 0 11 Oct 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 257 7,705 0 01 Oct 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
Learning to Navigate in Cities Without a Map Piotr Wojciech Mirowski Matthew Koichi Grimes Mateusz Malinowski Karl Moritz Hermann Keith Anderson Denis Teplyashin Karen Simonyan Koray Kavukcuoglu Andrew Zisserman R. Hadsell SSL HAI 101 320 0 31 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 260 6,177 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 258 2,451 0 23 Jan 2018
VoxelNet: End-to-End Learning for Point Cloud Based 3D Object Detection Yin Zhou Oncel Tuzel 3DPC 118 3,731 0 17 Nov 2017
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 481 20,265 0 30 Oct 2017
Time-Dependent Representation for Neural Event Sequence Prediction Yang Li Nan Du Samy Bengio AI4TS 49 59 0 31 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 795 132,454 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 366 11,154 0 07 Jun 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 516 15,331 0 07 Jun 2017
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 598 7,496 0 04 Apr 2017
Modeling Relational Data with Graph Convolutional Networks Michael Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 194 4,837 0 17 Mar 2017
Deep Sets Manzil Zaheer Satwik Kottur Siamak Ravanbakhsh Barnabás Póczós Ruslan Salakhutdinov Alex Smola 427 2,480 0 10 Mar 2017
Knowledge Graph Completion via Complex Tensor Factorization Théo Trouillon C. Dance Johannes Welbl Sebastian Riedel Éric Gaussier Guillaume Bouchard 66 296 0 22 Feb 2017
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas Guibas 3DH 3DPC 3DV PINN 493 14,371 0 02 Dec 2016
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 813 3,298 0 24 Nov 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 671 29,183 0 09 Sep 2016
node2vec: Scalable Feature Learning for Networks Aditya Grover J. Leskovec 191 10,924 0 03 Jul 2016
Volumetric and Multi-View CNNs for Object Classification on 3D Data C. Qi Hao Su Matthias Niessner Angela Dai Mengyuan Yan Leonidas Guibas 3DPC 3DV 244 1,567 0 12 Apr 2016
PlaNet - Photo Geolocation with Convolutional Neural Networks Tobias Weyand Ilya Kostrikov James Philbin 67 421 0 17 Feb 2016
Gated Graph Sequence Neural Networks Yujia Li Daniel Tarlow Marc Brockschmidt R. Zemel GNN 347 3,288 0 17 Nov 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,441 0 18 May 2015
Learning Deconvolution Network for Semantic Segmentation Hyeonwoo Noh Seunghoon Hong Bohyung Han SSeg 235 4,180 0 17 May 2015
Improving Image Classification with Location Context K. Tang Manohar Paluri Li Fei-Fei Rob Fergus Lubomir D. Bourdev SSL 66 122 0 14 May 2015
Multi-view Convolutional Neural Networks for 3D Shape Recognition Hang Su Subhransu Maji E. Kalogerakis Erik Learned-Miller 3DV 162 3,220 0 05 May 2015
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