Multi-Scale Representation Learning for Spatial Feature Distributions
using Grid Cells

Multi-Scale Representation Learning for Spatial Feature Distributions using Grid Cells

16 February 2020

Papers citing "Multi-Scale Representation Learning for Spatial Feature Distributions using Grid Cells"

19 / 19 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 47 2 0 25 Oct 2024
Positional Encoder Graph Quantile Neural Networks for Geographic Data William E. R. de Amorim Scott A. Sisson Thaís Rodrigues David J. Nott G. S. Rodrigues 30 0 0 27 Sep 2024
Joint Estimation and Prediction of City-wide Delivery Demand: A Large Language Model Empowered Graph-based Learning Approach Tong Nie Junlin He Yuewen Mei Guoyang Qin Guilong Li Jian Sun Wei Ma 45 3 0 30 Aug 2024
Poly2Vec: Polymorphic Fourier-Based Encoding of Geospatial Objects for GeoAI Applications Maria Despoina Siampou Jialiang Li John Krumm Cyrus Shahabi Hua Lu 27 1 0 27 Aug 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 69 15 0 21 Jun 2024
TransFlower: An Explainable Transformer-Based Model with Flow-to-Flow Attention for Commuting Flow Prediction Yan Luo Zhuoyue Wan Yuzhong Chen Gengchen Mai K. F. Chung Kent Larson 18 3 0 23 Feb 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 79 15 0 30 Jan 2024
Exploiting Hierarchical Interactions for Protein Surface Learning Yiqun Lin Liang Pan Yi Li Ziwei Liu Xiaomeng Li 40 1 0 17 Jan 2024
Jointly spatial-temporal representation learning for individual trajectories Fei Huang Jianrong Lv Yang Yue AI4TS 78 1 0 07 Dec 2023
Sphere2Vec: A General-Purpose Location Representation Learning over a Spherical Surface for Large-Scale Geospatial Predictions Gengchen Mai Yao Xuan Wen-Hang Zuo Yutong He Jiaming Song Stefano Ermon K. Janowicz Ni Lao 29 39 0 30 Jun 2023
Bird Distribution Modelling using Remote Sensing and Citizen Science data Mélisande Teng Amna Elmustafa Benjamin Akera Hugo Larochelle David Rolnick 71 8 0 01 May 2023
On the Opportunities and Challenges of Foundation Models for Geospatial Artificial Intelligence Gengchen Mai Weiming Huang Jin Sun Suhang Song Deepak Mishra ... Yingjie Hu Chris Cundy Ziyuan Li Rui Zhu Ni Lao AI4CE 35 123 0 13 Apr 2023
Towards General-Purpose Representation Learning of Polygonal Geometries Gengchen Mai C. Jiang Weiwei Sun Rui Zhu Yao Xuan Ling Cai K. Janowicz Stefano Ermon Ni Lao 35 38 0 29 Sep 2022
Dynamic MLP for Fine-Grained Image Classification by Leveraging Geographical and Temporal Information Lingfeng Yang Xiang Li Renjie Song Borui Zhao J. Tao Shihao Zhou Jiajun Liang Jian Yang 26 37 0 07 Mar 2022
Positional Encoder Graph Neural Networks for Geographic Data Konstantin Klemmer Nathan Safir Daniel B. Neill GNN 30 34 0 19 Nov 2021
A Review of Location Encoding for GeoAI: Methods and Applications Gengchen Mai K. Janowicz Yingjie Hu Song Gao Bo Yan Rui Zhu Ling Cai Ni Lao 69 114 0 07 Nov 2021
Geographic Question Answering: Challenges, Uniqueness, Classification, and Future Directions Gengchen Mai K. Janowicz Rui Zhu Ling Cai Ni Lao 30 57 0 19 May 2021
LSTM-TrajGAN: A Deep Learning Approach to Trajectory Privacy Protection Jinmeng Rao Song Gao Yuhao Kang Qunying Huang 32 104 0 14 Jun 2020
Semantically-Enriched Search Engine for Geoportals: A Case Study with ArcGIS Online Gengchen Mai K. Janowicz S. Prasad Meilin Shi Ling Cai Rui Zhu Blake Regalia Ni Lao 15 6 0 14 Mar 2020