Towards a Collective Agenda on AI for Earth Science Data Analysis

11 April 2021

Gustau Camps-Valls

Papers citing "Towards a Collective Agenda on AI for Earth Science Data Analysis"

50 / 57 papers shown

Title
Multi-Scale Grouped Prototypes for Interpretable Semantic Segmentation Hugo Porta Emanuele Dalsasso Diego Marcos D. Tuia 268 0 0 14 Sep 2024
Integrating Domain Knowledge in Data-driven Earth Observation with Process Convolutions D. Svendsen M. Piles Jordi Munoz-Marí D. Luengo Luca Martino Gustau Camps-Valls 49 15 0 16 Apr 2021
Learning a Dynamic Map of Visual Appearance Tawfiq Salem Scott Workman Nathan Jacobs 3DH 65 27 0 29 Dec 2020
Causal Inference in Geoscience and Remote Sensing from Observational Data Adrián Pérez-Suay Gustau Camps-Valls CML 53 31 0 07 Dec 2020
Machine Learning Information Fusion in Earth Observation: A Comprehensive Review of Methods, Applications and Data Sources S. Salcedo-Sanz Pedram Ghamisi M. Piles M. Werner L. Cuadra Á. Moreno-Martínez E. Izquierdo-Verdiguier Jordi Munoz-Marí Amir H. Mosavi G. Camps-Valls 78 180 0 07 Dec 2020
Living in the Physics and Machine Learning Interplay for Earth Observation Gustau Camps-Valls D. Svendsen Jordi Cortés-Andrés Álvaro Moreno-Martínez Adrián Pérez-Suay J. Adsuara I. Martín M. Piles Jordi Munoz-Marí Luca Martino PINN AI4CE 34 6 0 18 Oct 2020
Contextual Semantic Interpretability Diego Marcos Ruth C. Fong Sylvain Lobry Rémi Flamary Nicolas Courty D. Tuia SSL 108 28 0 18 Sep 2020
Water level prediction from social media images with a multi-task ranking approach P. Chaudhary Stefano Dáronco J. Leitão K. Schindler Jan Dirk Wegner 46 47 0 14 Jul 2020
OpenStreetMap: Challenges and Opportunities in Machine Learning and Remote Sensing John E. Vargas-Muñoz Shivangi Srivastava D. Tuia A. X. Falcão 54 110 0 13 Jul 2020
SD-RSIC: Summarization Driven Deep Remote Sensing Image Captioning Gencer Sumbul Sonali Nayak Begüm Demir 56 77 0 15 Jun 2020
Robust Learning Through Cross-Task Consistency Amir Zamir Alexander Sax Teresa Yeo Oğuzhan Fatih Kar Nikhil Cheerla Rohan Suri Zhangjie Cao Jitendra Malik Leonidas Guibas OOD 60 158 0 07 Jun 2020
Cross-Task Transfer for Geotagged Audiovisual Aerial Scene Recognition Di Hu Xuhong Li Lichao Mou P. Jin Dong Chen L. Jing Xiaoxiang Zhu Dejing Dou 50 6 0 18 May 2020
Where am I looking at? Joint Location and Orientation Estimation by Cross-View Matching Yujiao Shi Xin Yu Dylan Campbell Hongdong Li 65 174 0 08 May 2020
Explaining Deep Neural Networks and Beyond: A Review of Methods and Applications Wojciech Samek G. Montavon Sebastian Lapuschkin Christopher J. Anders K. Müller XAI 114 83 0 17 Mar 2020
RSVQA: Visual Question Answering for Remote Sensing Data Sylvain Lobry Diego Marcos J. Murray D. Tuia 113 221 0 16 Mar 2020
ERA: A Dataset and Deep Learning Benchmark for Event Recognition in Aerial Videos Lichao Mou Yuansheng Hua P. Jin Xiaoxiang Zhu AI4TS 102 44 0 30 Jan 2020
Learning De-biased Representations with Biased Representations Hyojin Bahng Sanghyuk Chun Sangdoo Yun Jaegul Choo Seong Joon Oh OOD 406 282 0 07 Oct 2019
Semantically Interpretable Activation Maps: what-where-how explanations within CNNs Diego Marcos Sylvain Lobry D. Tuia FAtt MILM 47 28 0 18 Sep 2019
Learning Geo-Temporal Image Features Menghua Zhai Tawfiq Salem Connor Greenwell Scott Workman Robert Pless Nathan Jacobs 3DH 54 18 0 16 Sep 2019
Interpretability Beyond Classification Output: Semantic Bottleneck Networks M. Losch Mario Fritz Bernt Schiele UQCV 64 63 0 25 Jul 2019
Optimal Feature Transport for Cross-View Image Geo-Localization Yujiao Shi Xin Yu Liu Liu Tong Zhang Hongdong Li ViT 50 162 0 11 Jul 2019
An unsupervised approach to Geographical Knowledge Discovery using street level and street network images Stephen Law Mateo Neira SSL 43 16 0 18 Jun 2019
Explainable Machine Learning for Scientific Insights and Discoveries R. Roscher B. Bohn Marco F. Duarte Jochen Garcke XAI 101 675 0 21 May 2019
Understanding urban landuse from the above and ground perspectives: a deep learning, multimodal solution Shivangi Srivastava John E. Vargas-Muñoz D. Tuia 79 138 0 05 May 2019
Country-wide high-resolution vegetation height mapping with Sentinel-2 Nico Lang Konrad Schindler Jan Dirk Wegner MDE 51 156 0 30 Apr 2019
Bridging the Domain Gap for Ground-to-Aerial Image Matching Krishna Regmi M. Shah 66 154 0 24 Apr 2019
Deep Learning for Classification of Hyperspectral Data: A Comparative Review Nicolas Audebert Bertrand Le Saux Sébastien Lefèvre 98 479 0 24 Apr 2019
MFAS: Multimodal Fusion Architecture Search Juan-Manuel Perez-Rua Valentin Vielzeuf S. Pateux M. Baccouche F. Jurie 80 178 0 15 Mar 2019
Unmasking Clever Hans Predictors and Assessing What Machines Really Learn Sebastian Lapuschkin S. Wäldchen Alexander Binder G. Montavon Wojciech Samek K. Müller 104 1,021 0 26 Feb 2019
A Meta-Transfer Objective for Learning to Disentangle Causal Mechanisms Yoshua Bengio T. Deleu Nasim Rahaman Nan Rosemary Ke Sébastien Lachapelle O. Bilaniuk Anirudh Goyal C. Pal CML OOD 119 334 0 30 Jan 2019
Sanity Checks for Saliency Maps Julius Adebayo Justin Gilmer M. Muelly Ian Goodfellow Moritz Hardt Been Kim FAtt AAML XAI 152 1,970 0 08 Oct 2018
Interpretable Intuitive Physics Model Tian-Chun Ye Xinyu Wang James Davidson Abhinav Gupta DRL AI4CE 70 57 0 29 Aug 2018
Discovering physical concepts with neural networks Raban Iten Tony Metger H. Wilming L. D. Rio R. Renner PINN AI4CE 94 391 0 26 Jul 2018
What Is It Like Down There? Generating Dense Ground-Level Views and Image Features From Overhead Imagery Using Conditional Generative Adversarial Networks XueQing Deng Yi Zhu Shawn D. Newsam GAN 60 27 0 13 Jun 2018
Building Instance Classification Using Street View Images Jian Kang Marco Körner Yuanyuan Wang H. Taubenböck Xiaoxiang Zhu 121 299 0 25 Feb 2018
VizWiz Grand Challenge: Answering Visual Questions from Blind People Danna Gurari Qing Li Abigale Stangl Anhong Guo Chi Lin Kristen Grauman Jiebo Luo Jeffrey P. Bigham CoGe 116 862 0 22 Feb 2018
Multimodal Explanations: Justifying Decisions and Pointing to the Evidence Dong Huk Park Lisa Anne Hendricks Zeynep Akata Anna Rohrbach Bernt Schiele Trevor Darrell Marcus Rohrbach 83 423 0 15 Feb 2018
Temporal Relational Reasoning in Videos Bolei Zhou A. Andonian Aude Oliva Antonio Torralba NAI 102 1,041 0 22 Nov 2017
Deep Learning for Physical Processes: Incorporating Prior Scientific Knowledge Emmanuel de Bézenac Arthur Pajot Patrick Gallinari PINN AI4CE 109 318 0 21 Nov 2017
Building machines that adapt and compute like brains Brenden M. Lake J. Tenenbaum AI4CE FedML NAI AILaw 327 887 0 11 Nov 2017
Physics-guided Neural Networks (PGNN): An Application in Lake Temperature Modeling Arka Daw Anuj Karpatne William Watkins J. Read Vipin Kumar PINN 63 536 0 31 Oct 2017
Fair Kernel Learning Adrián Pérez-Suay Valero Laparra Gonzalo Mateo-García Jordi Munoz-Marí L. Gómez-Chova Gustau Camps-Valls FaML 63 84 0 16 Oct 2017
Deep learning in remote sensing: a review Xiaoxiang Zhu D. Tuia Lichao Mou Gui-Song Xia Liangpei Zhang Feng Xu Friedrich Fraundorfer 82 1,616 0 11 Oct 2017
A Unified Model for Near and Remote Sensing Scott Workman Menghua Zhai David J. Crandall Nathan Jacobs 67 59 0 09 Aug 2017
A simple neural network module for relational reasoning Adam Santoro David Raposo David Barrett Mateusz Malinowski Razvan Pascanu Peter W. Battaglia Timothy Lillicrap GNN NAI 189 1,615 0 05 Jun 2017
See, Hear, and Read: Deep Aligned Representations Y. Aytar Carl Vondrick Antonio Torralba VLM AI4TS 100 136 0 03 Jun 2017
Causal Effect Inference with Deep Latent-Variable Models Christos Louizos Uri Shalit Joris Mooij David Sontag R. Zemel Max Welling CML BDL 217 749 0 24 May 2017
Towards seamless multi-view scene analysis from satellite to street-level Sébastien Lefèvre D. Tuia Jan Dirk Wegner T. Produit Ahmed Samy Nassaar 74 67 0 23 May 2017
Theory-guided Data Science: A New Paradigm for Scientific Discovery from Data Anuj Karpatne G. Atluri James H. Faghmous M. Steinbach A. Banerjee A. Ganguly Shashi Shekhar N. Samatova Vipin Kumar AI4CE 72 993 0 27 Dec 2016
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Li Fei-Fei C. L. Zitnick Ross B. Girshick CoGe 319 2,391 0 20 Dec 2016