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"

12 / 12 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 33 2 0 25 Oct 2024
Poly2Vec: Polymorphic Fourier-Based Encoding of Geospatial Objects for GeoAI Applications M. Siampou Jialiang Li John Krumm Cyrus Shahabi Hua Lu 20 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 61 15 0 21 Jun 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 77 15 0 30 Jan 2024
Exploiting Hierarchical Interactions for Protein Surface Learning Yiqun Lin Liang Pan Yi Li Ziwei Liu Xiaomeng Li 32 1 0 17 Jan 2024
Jointly spatial-temporal representation learning for individual trajectories Fei Huang Jianrong Lv Yang Yue AI4TS 70 0 0 07 Dec 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 22 118 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 27 37 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 24 37 0 07 Mar 2022
Positional Encoder Graph Neural Networks for Geographic Data Konstantin Klemmer Nathan Safir Daniel B. Neill GNN 14 33 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 67 113 0 07 Nov 2021
LSTM-TrajGAN: A Deep Learning Approach to Trajectory Privacy Protection Jinmeng Rao Song Gao Yuhao Kang Qunying Huang 9 104 0 14 Jun 2020