Towards General-Purpose Representation Learning of Polygonal Geometries

Towards General-Purpose Representation Learning of Polygonal Geometries

29 September 2022

Papers citing "Towards General-Purpose Representation Learning of Polygonal Geometries"

17 / 17 papers shown

Title
S2Vec: Self-Supervised Geospatial Embeddings Shushman Choudhury Elad Aharoni Chandrakumari Suvarna Iveel Tsogsuren Abdul Rahman Kreidieh Chun-Ta Lu Neha Arora SSL AI4TS 66 0 0 10 Apr 2025
MapQA: Open-domain Geospatial Question Answering on Map Data Zekun Li Malcolm Grossman Eric Qasemi Mihir Kulkarni Muhao Chen Yao-Yi Chiang 47 0 0 10 Mar 2025
Poly2Vec: Polymorphic Fourier-Based Encoding of Geospatial Objects for GeoAI Applications M. Siampou Jialiang Li John Krumm Cyrus Shahabi Hua Lu 17 1 0 27 Aug 2024
Learning Geometric Invariant Features for Classification of Vector Polygons with Graph Message-passing Neural Network Zexian Huang K. Khoshelham Martin Tomko 21 1 0 05 Jul 2024
PolygonGNN: Representation Learning for Polygonal Geometries with Heterogeneous Visibility Graph Dazhou Yu Yuntong Hu Yun-Qing Li Liang Zhao 49 7 0 30 Jun 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
Transformation vs Tradition: Artificial General Intelligence (AGI) for Arts and Humanities Zheng Liu Yiwei Li Qian Cao Junwen Chen Tianze Yang ... John Gibbs Khaled Rasheed Ninghao Liu Gengchen Mai Tianming Liu AI4CE 36 10 0 30 Oct 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 14 38 0 30 Jun 2023
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations Gengchen Mai Ni Lao Yutong He Jiaming Song Stefano Ermon 75 58 0 01 May 2023
Inferring High-level Geographical Concepts via Knowledge Graph and Multi-scale Data Integration: A Case Study of C-shaped Building Pattern Recognition Zhiwei Wei Yiwei Xiao Wenjia Xu Mi Shu Lu Cheng Yang Wang Chunbo Liu 20 0 0 19 Apr 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
EVKG: An Interlinked and Interoperable Electric Vehicle Knowledge Graph for Smart Transportation System Ye Qi Gengchen Mai Rui Zhu Michael Zhang 8 17 0 10 Apr 2023
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 64 113 0 07 Nov 2021
Vector Neurons: A General Framework for SO(3)-Equivariant Networks Congyue Deng Or Litany Yueqi Duan A. Poulenard Andrea Tagliasacchi Leonidas J. Guibas 3DPC 102 314 0 25 Apr 2021
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 219 14,047 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 234 1,809 0 25 Nov 2016
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 231 3,230 0 24 Nov 2016