Sphere2Vec: A General-Purpose Location Representation Learning over a Spherical Surface for Large-Scale Geospatial Predictions

30 June 2023

Papers citing "Sphere2Vec: A General-Purpose Location Representation Learning over a Spherical Surface for Large-Scale Geospatial Predictions"

23 / 23 papers shown

Title
Geographical Context Matters: Bridging Fine and Coarse Spatial Information to Enhance Continental Land Cover Mapping Babak Ghassemi C. Dantas R. Gaetano Dino Ienco Omid Ghorbanzadeh Emma Izquierdo-Verdiguier Francesco Vuolo 30 0 0 16 Apr 2025
S2Vec: Self-Supervised Geospatial Embeddings Shushman Choudhury Elad Aharoni Chandrakumari Suvarna Iveel Tsogsuren Abdul Rahman Kreidieh Chun-Ta Lu Neha Arora SSL AI4TS 76 0 0 10 Apr 2025
Climplicit: Climatic Implicit Embeddings for Global Ecological Tasks Johannes Dollinger Damien Robert Elena Plekhanova Lukas Drees Jan Dirk Wegner AI4CE 37 0 0 07 Apr 2025
LocDiffusion: Identifying Locations on Earth by Diffusing in the Hilbert Space Zhangyu Wang Jielu Zhang Zhongliang Zhou Qian Cao Nemin Wu ... Lan Mu Yang Song Yiqun Xie Ni Lao Gengchen Mai DiffM 36 0 0 23 Mar 2025
GAIR: Improving Multimodal Geo-Foundation Model with Geo-Aligned Implicit Representations Ziqiang Liu Fan Zhang Junfeng Jiao Ni Lao Gengchen Mai 55 2 0 20 Mar 2025
Robustness to Geographic Distribution Shift using Location Encoders Ruth Crasto OOD 81 0 0 03 Mar 2025
RANGE: Retrieval Augmented Neural Fields for Multi-Resolution Geo-Embeddings Aayush Dhakal Srikumar Sastry Subash Khanal Adeel Ahmad Eric Xing Nathan Jacobs 55 0 0 27 Feb 2025
Geospatial Data Fusion: Combining Lidar, SAR, and Optical Imagery with AI for Enhanced Urban Mapping Sajjad Afroosheh Mohammadreza Askari AI4CE 42 0 0 25 Dec 2024
Enhancing GeoAI and location encoding with spatial point pattern statistics: A Case Study of Terrain Feature Classification Sizhe Wang Wenwen Li 75 0 0 21 Nov 2024
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
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
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
GridPE: Unifying Positional Encoding in Transformers with a Grid Cell-Inspired Framework Boyang Li Yulin Wu Nuoxian Huang 21 0 0 11 Jun 2024
Probing the Information Theoretical Roots of Spatial Dependence Measures Zhangyu Wang Krzysztof Janowicz Gengchen Mai Ivan Majic 34 1 0 28 May 2024
MC-GTA: Metric-Constrained Model-Based Clustering using Goodness-of-fit Tests with Autocorrelations Zhangyu Wang Gengchen Mai Krzysztof Janowicz Ni Lao 19 1 0 28 May 2024
Img2Loc: Revisiting Image Geolocalization using Multi-modality Foundation Models and Image-based Retrieval-Augmented Generation Zhongliang Zhou Jielu Zhang Zihan Guan Mengxuan Hu Ni Lao Lan Mu Sheng Li Gengchen Mai VLM 49 12 0 28 Mar 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 41 10 0 30 Oct 2023
GeoLLM: Extracting Geospatial Knowledge from Large Language Models Rohin Manvi Samar Khanna Gengchen Mai Marshall Burke David B. Lobell Stefano Ermon 29 46 0 10 Oct 2023
SSIF: Learning Continuous Image Representation for Spatial-Spectral Super-Resolution Gengchen Mai Ni Lao Weiwei Sun Yuchi Ma Jiaming Song Chenlin Meng Hongxu Ma Jinmeng Rao Ziyuan Li Stefano Ermon 50 4 0 30 Sep 2023
Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges Fei Dou Jin Ye Geng Yuan Qin Lu Wei Niu ... Hongyue Sun Yunli Shao Changying Li Tianming Liu Wenzhan Song AI4CE 37 29 0 14 Sep 2023
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations Gengchen Mai Ni Lao Yutong He Jiaming Song Stefano Ermon 86 59 0 01 May 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 69 114 0 07 Nov 2021
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 264 3,243 0 24 Nov 2016