Beyond RGB: Very High Resolution Urban Remote Sensing With Multimodal Deep Networks

23 November 2017

Nicolas Audebert

Sébastien Lefèvre

Papers citing "Beyond RGB: Very High Resolution Urban Remote Sensing With Multimodal Deep Networks"

33 / 33 papers shown

Title
Ground Awareness in Deep Learning for Large Outdoor Point Cloud Segmentation Kevin Qiu Dimitri Bulatov Dorota Iwaszczuk 3DPC 56 0 0 30 Jan 2025
Threshold Attention Network for Semantic Segmentation of Remote Sensing Images Wei Long Yongjun Zhang Zhongwei Cui Yujie Xu Xuexue Zhang 82 11 0 14 Jan 2025
SAM-Assisted Remote Sensing Imagery Semantic Segmentation with Object and Boundary Constraints Xianping Ma Qianqian Wu Xingyu Zhao Xiaokang Zhang Man-On Pun Bo Huang 36 43 0 05 Dec 2023
SSG2: A new modelling paradigm for semantic segmentation F. Diakogiannis S. Furby P. Caccetta Xiaoliang Wu Rodrigo Ibata O. Hlinka John Taylor VLM 37 0 0 12 Oct 2023
Cross-City Matters: A Multimodal Remote Sensing Benchmark Dataset for Cross-City Semantic Segmentation using High-Resolution Domain Adaptation Networks Danfeng Hong Bing Zhang Hao Li Yuxuan Li Jing Yao Chenyu Li Martin Werner Jocelyn Chanussote Alexander Zipf Xiaoxiang Zhu SSeg 24 336 0 26 Sep 2023
GAMUS: A Geometry-aware Multi-modal Semantic Segmentation Benchmark for Remote Sensing Data Zhitong Xiong Sining Chen Yi Wang Lichao Mou Xiao Xiang Zhu 32 4 0 24 May 2023
Incomplete Multimodal Learning for Remote Sensing Data Fusion Yuxing Chen Maofan Zhao Lorenzo Bruzzone 34 3 0 22 Apr 2023
Multi-modal learning for geospatial vegetation forecasting V. Benson Claire Robin C. Requena-Mesa Lazaro Alonso Nuno Carvalhais José A. Cortés Zhihan Gao Nora Linscheid M. Weynants Markus Reichstein 30 11 0 28 Mar 2023
A Contrastive Learning Scheme with Transformer Innate Patches S. Jyhne Per-Arne Andersen Morten Goodwin Olsen ViT 26 0 0 26 Mar 2023
Hierarchical Instance Mixing across Domains in Aerial Segmentation Edoardo Arnaudo A. Tavera F. Dominici Carlo Masone Barbara Caputo 19 7 0 12 Oct 2022
FasterX: Real-Time Object Detection Based on Edge GPUs for UAV Applications Wei Zhou Xuanlin Min Ruizhe Hu Yiwen Long Huan Luo Junyi 35 4 0 07 Sep 2022
Computer vision-based analysis of buildings and built environments: A systematic review of current approaches Małgorzata B. Starzyńska-Grześ Robin Roussel Sam Jacoby Ali Asadipour 3DV 19 6 0 01 Aug 2022
Classification of Quasars, Galaxies, and Stars in the Mapping of the Universe Multi-modal Deep Learning Sabeesh Ethiraj B. Bolla 10 2 0 22 May 2022
Curriculum-style Local-to-global Adaptation for Cross-domain Remote Sensing Image Segmentation Bo-Wen Zhang Tao Chen Bin Wang 24 48 0 03 Mar 2022
Multi-modal land cover mapping of remote sensing images using pyramid attention and gated fusion networks Qinghui Liu Michael C. Kampffmeyer Robert Jenssen Arnt-Børre Salberg 36 14 0 06 Nov 2021
UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery Libo Wang Rui Li Ce Zhang Shenghui Fang Chenxi Duan Xiaoliang Meng P. M. Atkinson ViT 43 624 0 18 Sep 2021
Aerial Scene Understanding in The Wild: Multi-Scene Recognition via Prototype-based Memory Networks Yuansheng Hua Lichao Mou Jianzhe Lin Konrad Heidler Xiaoxiang Zhu 41 19 0 22 Apr 2021
A hierarchical deep learning framework for the consistent classification of land use objects in geospatial databases Chun Yang Franz Rottensteiner Christian Heipke 33 20 0 14 Apr 2021
HED-UNet: Combined Segmentation and Edge Detection for Monitoring the Antarctic Coastline Konrad Heidler Lichao Mou C. Baumhoer A. Dietz Xiaoxiang Zhu 36 111 0 02 Mar 2021
Scale Aware Adaptation for Land-Cover Classification in Remote Sensing Imagery XueQing Deng Yi Zhu Yuxin Tian Shawn D. Newsam 21 23 0 08 Dec 2020
Traffic flow prediction using Deep Sedenion Networks Alabi Bojesomo P. Liatsis Hasan Al Marzouqi 28 10 0 07 Dec 2020
More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification Danfeng Hong Lianru Gao Naoto Yokoya Jing Yao Jocelyn Chanussot Q. Du Bing Zhang 46 951 0 12 Aug 2020
DeepDualMapper: A Gated Fusion Network for Automatic Map Extraction using Aerial Images and Trajectories Hao Wu Hanyuan Zhang Xinyu Zhang Weiwei Sun Baihua Zheng Yuning Jiang 10 33 0 17 Feb 2020
Building Footprint Generation by IntegratingConvolution Neural Network with Feature PairwiseConditional Random Field (FPCRF) Qingyu Li Yilei Shi Xin Huang Xiaoxiang Zhu 38 65 0 11 Feb 2020
Deep Image Translation with an Affinity-Based Change Prior for Unsupervised Multimodal Change Detection L. Luppino Michael C. Kampffmeyer F. Bianchi G. Moser S. Serpico Robert Jenssen S. N. Anfinsen 27 102 0 13 Jan 2020
ResUNet-a: a deep learning framework for semantic segmentation of remotely sensed data F. Diakogiannis F. Waldner P. Caccetta Chen Wu SSeg 22 1,276 0 01 Apr 2019
Fully Convolutional Siamese Networks for Change Detection Rodrigo Caye Daudt Bertrand Le Saux Alexandre Boulch 14 1,092 0 19 Oct 2018
An Entropic Optimal Transport Loss for Learning Deep Neural Networks under Label Noise in Remote Sensing Images B. Damodaran Rémi Flamary Vivien Seguy Nicolas Courty NoLa 26 39 0 02 Oct 2018
R $^3$ -Net: A Deep Network for Multi-oriented Vehicle Detection in Aerial Images and Videos Qingpeng Li Lichao Mou Qizhi Xu Yun Zhang Xiaoxiang Zhu ObjD 31 84 0 16 Aug 2018
Self-Supervised Model Adaptation for Multimodal Semantic Segmentation Abhinav Valada Rohit Mohan Wolfram Burgard SSL 25 239 0 11 Aug 2018
Recurrently Exploring Class-wise Attention in A Hybrid Convolutional and Bidirectional LSTM Network for Multi-label Aerial Image Classification Yuansheng Hua Lichao Mou Xiaoxiang Zhu 25 145 0 30 Jul 2018
Infrastructure Quality Assessment in Africa using Satellite Imagery and Deep Learning Barak Oshri A. Hu P. Adelson Xiao Chen P. Dupas Jeremy Weinstein Marshall Burke David B. Lobell Stefano Ermon 19 71 0 03 Jun 2018
How Useful is Region-based Classification of Remote Sensing Images in a Deep Learning Framework? Nicolas Audebert Bertrand Le Saux Sébastien Lefèvre 21 40 0 22 Sep 2016