Tile2Vec: Unsupervised representation learning for spatially distributed data

8 May 2018

Papers citing "Tile2Vec: Unsupervised representation learning for spatially distributed data"

33 / 33 papers shown

Title
Predicting butterfly species presence from satellite imagery using soft contrastive regularisation Thijs L van der Plas Stephen Law Michael JO Pocock 29 0 0 14 May 2025
CureGraph: Contrastive Multi-Modal Graph Representation Learning for Urban Living Circle Health Profiling and Prediction Jinlin Li Xiao Zhou 46 0 0 13 Jan 2025
A community palm model Nicholas Clinton Andreas Vollrath R. D’Ánnunzio Desheng Liu Henry B. Glick ... D. Saah Karis Tenneson N. H. Quyen Megha Verma Andrew Wilcox 19 0 0 01 May 2024
SkyScript: A Large and Semantically Diverse Vision-Language Dataset for Remote Sensing Zhecheng Wang R. Prabha Tianyuan Huang Jiajun Wu Ram Rajagopal 34 55 0 20 Dec 2023
SSL4EO-L: Datasets and Foundation Models for Landsat Imagery Adam J. Stewart Nils Lehmann Isaac Corley Yi Wang Yi-Chia Chang Nassim Ait Ali Braham Shradha Sehgal Caleb Robinson Arindam Banerjee 35 29 0 15 Jun 2023
Knowledge-infused Contrastive Learning for Urban Imagery-based Socioeconomic Prediction Yu Liu Xin Zhang Jingtao Ding Yanxin Xi Yong Li 19 34 0 25 Feb 2023
Towards Geospatial Foundation Models via Continual Pretraining Matías Mendieta Boran Han Xingjian Shi Yi Zhu Chen Chen VLM AI4CE 48 65 0 09 Feb 2023
Supervised and Contrastive Self-Supervised In-Domain Representation Learning for Dense Prediction Problems in Remote Sensing Ali Ghanbarzade Hossein Soleimani SSL 36 0 0 29 Jan 2023
A Contextual Master-Slave Framework on Urban Region Graph for Urban Village Detection Congxi Xiao Jingbo Zhou Jizhou Huang Hengshu Zhu Tong Xu Dejing Dou Hui Xiong 31 15 0 26 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 31 56 0 15 Nov 2022
Tools for Extracting Spatio-Temporal Patterns in Meteorological Image Sequences: From Feature Engineering to Attention-Based Neural Networks A. S. Bansal Yoonjin Lee Kyle Hilburn I. Ebert‐Uphoff AI4TS 38 2 0 22 Oct 2022
Self-Supervised Pretraining on Satellite Imagery: a Case Study on Label-Efficient Vehicle Detection Jules Bourcier Thomas Floquet G. Dashyan Tugdual Ceillier Alahari Karteek Jocelyn Chanussot SSL 30 1 0 21 Oct 2022
Transfer Learning with Pretrained Remote Sensing Transformers A. Fuller K. Millard J.R. Green 35 11 0 28 Sep 2022
Open High-Resolution Satellite Imagery: The WorldStrat Dataset -- With Application to Super-Resolution Julien Cornebise Ivan Orsolic F. Kalaitzis 27 54 0 13 Jul 2022
Self Supervised Learning for Few Shot Hyperspectral Image Classification Nassim Ait Ali Braham Lichao Mou Jocelyn Chanussot Julien Mairal Xiao Xiang Zhu 24 12 0 24 Jun 2022
Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection Hao Chen Wenyuan Li Songhang Chen Zhenwei Shi 33 38 0 27 May 2022
Learning latent representations for operational nitrogen response rate prediction Christos Pylianidis Ioannis Athanasiadis AI4CE 28 1 0 18 May 2022
Activation Regression for Continuous Domain Generalization with Applications to Crop Classification Samarth Khanna Bram Wallace Kavita Bala B. Hariharan 34 0 0 14 Apr 2022
Resolving label uncertainty with implicit posterior models Esther Rolf Nikolay Malkin Alexandros Graikos A. Jojic Caleb Robinson Nebojsa Jojic UQCV 36 10 0 28 Feb 2022
Effective Urban Region Representation Learning Using Heterogeneous Urban Graph Attention Network (HUGAT) Namwoo Kim Yoonjin Yoon AI4TS 26 9 0 18 Feb 2022
AtmoDist: Self-supervised Representation Learning for Atmospheric Dynamics Sebastian Hoffmann C. Lessig AI4Cl 31 8 0 02 Feb 2022
Extracting Built Environment Features for Planning Research with Computer Vision: A Review and Discussion of State-of-the-Art Approaches Meiqing Li Hao Sheng 16 2 0 30 Jan 2022
Combining GEDI and Sentinel-2 for wall-to-wall mapping of tall and short crops S. D. Tommaso Sherrie Wang David B. Lobell 32 37 0 10 Sep 2021
Contrastive Multiview Coding with Electro-optics for SAR Semantic Segmentation Keumgang Cha Junghoon Seo Yeji Choi 40 29 0 31 Aug 2021
Topo2vec: Topography Embedding Using the Fractal Effect Jonathan Kavitzky Jonathan Zarecki Idan Brusilovsky Uriel Singer 14 0 0 19 Aug 2021
Clustering augmented Self-Supervised Learning: Anapplication to Land Cover Mapping Rahul Ghosh X. Jia Chenxi Lin Zhenong Jin Vipin Kumar SSL 35 9 0 16 Aug 2021
Representation Learning for Remote Sensing: An Unsupervised Sensor Fusion Approach Aidan M. Swope X. Rudelis Kyle T. Story SSL 34 20 0 11 Aug 2021
Geography-Aware Self-Supervised Learning Kumar Ayush Burak Uzkent Chenlin Meng Kumar Tanmay Marshall Burke David B. Lobell Stefano Ermon SSL 37 228 0 19 Nov 2020
The color out of space: learning self-supervised representations for Earth Observation imagery Stefano Vincenzi Angelo Porrello Pietro Buzzega Marco Cipriano Pietro Fronte Roberto Cuccu C. Ippoliti A. Conte Simone Calderara SSL 26 63 0 22 Jun 2020
Effective Data Fusion with Generalized Vegetation Index: Evidence from Land Cover Segmentation in Agriculture Hao Sheng Xiao Chen Jingyi Su Ram Rajagopal Andrew Y. Ng 31 31 0 07 May 2020
GeoStyle: Discovering Fashion Trends and Events Utkarsh Mall Kevin Blackburn-Matzen B. Hariharan Noah Snavely Kavita Bala 26 62 0 29 Aug 2019
A Theoretical Analysis of Contrastive Unsupervised Representation Learning Sanjeev Arora H. Khandeparkar M. Khodak Orestis Plevrakis Nikunj Saunshi SSL 62 764 0 25 Feb 2019
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 272 2,553 0 25 Jan 2016