Geography-Aware Self-Supervised Learning

19 November 2020

Papers citing "Geography-Aware Self-Supervised Learning"

50 / 133 papers shown

Title
SkySense: A Multi-Modal Remote Sensing Foundation Model Towards Universal Interpretation for Earth Observation Imagery Xin Guo Jiangwei Lao Bo Dang Yingying Zhang Lei Yu ... Jian Wang Jingdong Chen Ming Yang Yongjun Zhang Yansheng Li 34 114 0 15 Dec 2023
LD-SDM: Language-Driven Hierarchical Species Distribution Modeling S. Sastry Xin Xing A. Dhakal Subash Khanal Adeel Ahmad Nathan Jacobs 34 5 0 13 Dec 2023
Better, Not Just More: Data-Centric Machine Learning for Earth Observation R. Roscher M. Rußwurm Caroline Gevaert Michael C. Kampffmeyer J. A. dos Santos ... Ronny Hansch Stine Hansen Keiller Nogueira Jonathan Prexl D. Tuia 32 10 0 08 Dec 2023
DiffusionSat: A Generative Foundation Model for Satellite Imagery Samar Khanna Patrick Liu Linqi Zhou Chenlin Meng Robin Rombach Marshall Burke David B. Lobell Stefano Ermon 22 57 0 06 Dec 2023
Multitask Learning Can Improve Worst-Group Outcomes Atharva Kulkarni Lucio Dery Amrith Rajagopal Setlur Aditi Raghunathan Ameet Talwalkar Graham Neubig 32 1 0 05 Dec 2023
USat: A Unified Self-Supervised Encoder for Multi-Sensor Satellite Imagery Jeremy Irvin Lucas Tao Joanne Zhou Yuntao Ma Langston Nashold Benjamin Liu Andrew Y. Ng ViT 36 20 0 02 Dec 2023
C-SAW: Self-Supervised Prompt Learning for Image Generalization in Remote Sensing Avigyan Bhattacharya Mainak Singha Ankit Jha Biplab Banerjee SSL VLM 19 6 0 27 Nov 2023
Terrain-Informed Self-Supervised Learning: Enhancing Building Footprint Extraction from LiDAR Data with Limited Annotations Anuja Vats David Völgyes Martijn Vermeer Marius Pedersen Kiran Raja D. Fantin Jacob Alexander Hay SSL 16 3 0 02 Nov 2023
CROMA: Remote Sensing Representations with Contrastive Radar-Optical Masked Autoencoders A. Fuller K. Millard James R. Green 15 60 0 01 Nov 2023
OpenForest: A data catalogue for machine learning in forest monitoring Arthur Ouaknine T. Kattenborn Etienne Laliberté David Rolnick 43 5 0 01 Nov 2023
BirdSAT: Cross-View Contrastive Masked Autoencoders for Bird Species Classification and Mapping S. Sastry Subash Khanal A. Dhakal Di Huang Nathan Jacobs 40 9 0 29 Oct 2023
Exploring DINO: Emergent Properties and Limitations for Synthetic Aperture Radar Imagery Joseph A. Gallego-Mejia Anna Jungbluth Laura Martínez-Ferrer Matt Allen Francisco Dorr F. Kalaitzis Raúl Ramos-Pollán 26 3 0 05 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 22 4 0 30 Sep 2023
CtxMIM: Context-Enhanced Masked Image Modeling for Remote Sensing Image Understanding Mingming Zhang Qingjie Liu Yunhong Wang 30 5 0 28 Sep 2023
Learning to Drive Anywhere Ruizhao Zhu Peng Huang Eshed Ohn-Bar Venkatesh Saligrama 25 6 0 21 Sep 2023
Self-supervised learning unveils change in urban housing from street-level images Steven Stalder Michele Volpi Nicolas Büttner Stephen Law K. Harttgen Esra Suel SSL 13 5 0 20 Sep 2023
Learning Tri-modal Embeddings for Zero-Shot Soundscape Mapping Subash Khanal S. Sastry A. Dhakal Nathan Jacobs 35 8 0 19 Sep 2023
GOPro: Generate and Optimize Prompts in CLIP using Self-Supervised Learning Mainak Singha Ankit Jha Biplab Banerjee VLM 17 4 0 22 Aug 2023
Domain-Aware Fine-Tuning: Enhancing Neural Network Adaptability Seokhyeon Ha S. Jung Jungwook Lee 14 3 0 15 Aug 2023
Self-Supervised Learning for Improved Synthetic Aperture Sonar Target Recognition BW Sheffield 21 1 0 27 Jul 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 19 39 0 30 Jun 2023
RS5M and GeoRSCLIP: A Large Scale Vision-Language Dataset and A Large Vision-Language Model for Remote Sensing Zilun Zhang Tiancheng Zhao Yulong Guo Jianwei Yin DiffM VLM 27 52 0 20 Jun 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 24 29 0 15 Jun 2023
Revisiting pre-trained remote sensing model benchmarks: resizing and normalization matters Isaac Corley Caleb Robinson Rahul Dodhia J. L. Ferres Peyman Najafirad 39 14 0 22 May 2023
Artificial intelligence to advance Earth observation: a perspective D. Tuia Konrad Schindler Begum Demir Gustau Camps-Valls Xiao Xiang Zhu ... Mihai Datcu Jorge-Arnulfo Quiané-Ruiz Volker Markl Bertrand Le Saux Rochelle Schneider 23 10 0 15 May 2023
Vision-Language Models in Remote Sensing: Current Progress and Future Trends Xiang Li Congcong Wen Yuan Hu Zhenghang Yuan Xiao Xiang Zhu VLM 16 71 0 09 May 2023
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations Gengchen Mai Ni Lao Yutong He Jiaming Song Stefano Ermon 78 58 0 01 May 2023
Lightweight, Pre-trained Transformers for Remote Sensing Timeseries Gabriel Tseng Ruben Cartuyvels Ivan Zvonkov Mirali Purohit David Rolnick Hannah Kerner 72 60 0 27 Apr 2023
CMID: A Unified Self-Supervised Learning Framework for Remote Sensing Image Understanding Dilxat Muhtar Xue-liang Zhang P. Xiao Zhenshi Li Feng-Xue Gu SSL 29 48 0 19 Apr 2023
GeoMultiTaskNet: remote sensing unsupervised domain adaptation using geographical coordinates V. Marsocci Nicolas Gonthier A. Garioud Simone Scardapane Clement Mallet 19 11 0 16 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
A Billion-scale Foundation Model for Remote Sensing Images Keumgang Cha Junghoon Seo Taekyung Lee 30 63 0 11 Apr 2023
A Survey of Historical Learning: Learning Models with Learning History Xiang Li Ge Wu Lingfeng Yang Wenzhe Wang Renjie Song Jian Yang MU AI4TS 23 2 0 23 Mar 2023
SimFLE: Simple Facial Landmark Encoding for Self-Supervised Facial Expression Recognition in the Wild Ji-Hee Moon Seongsik Park 24 0 0 14 Mar 2023
Extending global-local view alignment for self-supervised learning with remote sensing imagery Xinye Wanyan Sachith Seneviratne Shuchang Shen M. Kirley 65 18 0 12 Mar 2023
Extended Agriculture-Vision: An Extension of a Large Aerial Image Dataset for Agricultural Pattern Analysis Jing Wu David Pichler D. Marley David Wilson N. Hovakimyan Jennifer Hobbs 37 22 0 04 Mar 2023
Multispectral Contrastive Learning with Viewmaker Networks Jasmine Bayrooti Noah D. Goodman Alex Tamkin 23 1 0 11 Feb 2023
Towards Geospatial Foundation Models via Continual Pretraining Matías Mendieta Boran Han Xingjian Shi Yi Zhu Chen Chen VLM AI4CE 38 63 0 09 Feb 2023
Self-Supervised In-Domain Representation Learning for Remote Sensing Image Scene Classification Ali Ghanbarzade Hossein Soleimani SSL 11 10 0 03 Feb 2023
Scale-MAE: A Scale-Aware Masked Autoencoder for Multiscale Geospatial Representation Learning Colorado Reed Ritwik Gupta Shufan Li S. Brockman Christopher Funk Brian Clipp Kurt Keutzer Salvatore Candido M. Uyttendaele Trevor Darrell 113 169 0 30 Dec 2022
Contrastive pretraining for semantic segmentation is robust to noisy positive pairs Sebastian Gerard Josephine Sullivan 24 1 0 24 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 19 56 0 15 Nov 2022
SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation Yi Wang Nassim Ait Ali Braham Zhitong Xiong Chenying Liu C. Albrecht Xiao Xiang Zhu 26 71 0 13 Nov 2022
Rare Wildlife Recognition with Self-Supervised Representation Learning Xiaochen Zheng SSL 17 2 0 29 Oct 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 24 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 20 1 0 21 Oct 2022
Evaluating the Label Efficiency of Contrastive Self-Supervised Learning for Multi-Resolution Satellite Imagery Jules Bourcier G. Dashyan Jocelyn Chanussot Alahari Karteek SSL 8 4 0 13 Oct 2022
SVL-Adapter: Self-Supervised Adapter for Vision-Language Pretrained Models Omiros Pantazis Gabriel J. Brostow Kate E. Jones Oisin Mac Aodha VLM 28 40 0 07 Oct 2022
Improving Image Clustering through Sample Ranking and Its Application to remote--sensing images Qing Li Guoping Qiu 29 2 0 26 Sep 2022
Multimodal contrastive learning for remote sensing tasks Umang Jain Alex Wilson Varun Gulshan SSL 28 24 0 06 Sep 2022