Semantic Segmentation of Earth Observation Data Using Multimodal and Multi-scale Deep Networks

22 September 2016

Nicolas Audebert

Bertrand Le Saux

Sébastien Lefèvre

SSeg

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Papers citing "Semantic Segmentation of Earth Observation Data Using Multimodal and Multi-scale Deep Networks"

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Title
Magnifier: A Multi-grained Neural Network-based Architecture for Burned Area Delineation Daniele Rege Cambrin Luca Colomba Paolo Garza 44 0 0 28 Apr 2025
SAMBLE: Shape-Specific Point Cloud Sampling for an Optimal Trade-Off Between Local Detail and Global Uniformity Chengzhi Wu Yuxin Wan Hao Fu Julius Pfrommer Zeyun Zhong Junwei Zheng Jiaming Zhang Jürgen Beyerer 3DPC 54 0 0 28 Apr 2025
Advancements in Point Cloud-Based 3D Defect Detection and Classification for Industrial Systems: A Comprehensive Survey Anju Rani D. O. Arroyo Petar Durdevic 3DPC 35 5 0 20 Feb 2024
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 31 337 0 26 Sep 2023
GAN-Based Object Removal in High-Resolution Satellite Images Hadi Mansourifar S. Simske GAN 24 3 0 24 Jan 2023
Sim2real Transfer Learning for Point Cloud Segmentation: An Industrial Application Case on Autonomous Disassembly Chengzhi Wu Xuelei Bi Julius Pfrommer Alexander Cebulla Simon Mangold Jürgen Beyerer 3DPC 27 20 0 12 Jan 2023
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 38 14 0 06 Nov 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
Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks Vivien Sainte Fare Garnot Loic Landrieu AI4TS 71 152 0 16 Jul 2021
Spatiotemporal Fusion in Remote Sensing Hessah Albanwan R. Qin 23 3 0 06 Jul 2021
DLA-Net: Learning Dual Local Attention Features for Semantic Segmentation of Large-Scale Building Facade Point Clouds Yanfei Su Weiquan Liu Zhimin Yuan Ming Cheng Zhihong Zhang Xuelun Shen Cheng-Yu Wang 3DPC 22 38 0 01 Jun 2021
SCG-Net: Self-Constructing Graph Neural Networks for Semantic Segmentation Qinghui Liu Michael C. Kampffmeyer Robert Jenssen Arnt-Børre Salberg GNN SSeg 28 10 0 03 Sep 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 46 954 0 12 Aug 2020
Weakly Supervised Domain Adaptation for Built-up Region Segmentation in Aerial and Satellite Imagery Javed Iqbal Mohsen Ali 14 49 0 05 Jul 2020
Deep Learning of Unified Region, Edge, and Contour Models for Automated Image Segmentation Ali Hatamizadeh SSeg 31 3 0 23 Jun 2020
Deep Learning Meets SAR Xiaoxiang Zhu S. Montazeri Mohsin Ali Yuansheng Hua Yuanyuan Wang Lichao Mou Yilei Shi Feng Xu R. Bamler 36 219 0 17 Jun 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 21 33 0 17 Feb 2020
SCAttNet: Semantic Segmentation Network with Spatial and Channel Attention Mechanism for High-Resolution Remote Sensing Images Haifeng Li Kaijian Qiu Li Chen X. Mei L. Hong Chao Tao 24 186 0 19 Dec 2019
Weakly Supervised Semantic Segmentation Using Constrained Dominant Sets Sinem Aslan Marcello Pelillo 18 1 0 20 Sep 2019
Dense Dilated Convolutions Merging Network for Semantic Mapping of Remote Sensing Images Qinghui Liu Michael C. Kampffmeyer Robert Jenssen Arnt-Børre Salberg 39 14 0 30 Aug 2019
Understanding urban landuse from the above and ground perspectives: a deep learning, multimodal solution Shivangi Srivastava John E. Vargas-Muñoz D. Tuia 17 137 0 05 May 2019
Deep Learning for Classification of Hyperspectral Data: A Comparative Review Nicolas Audebert Bertrand Le Saux Sébastien Lefèvre 23 466 0 24 Apr 2019
ConvPoint: Continuous Convolutions for Point Cloud Processing Alexandre Boulch 3DPC 31 239 0 04 Apr 2019
ResUNet-a: a deep learning framework for semantic segmentation of remotely sensed data F. Diakogiannis F. Waldner P. Caccetta Chen Wu SSeg 24 1,282 0 01 Apr 2019
Multitask Learning for Large-scale Semantic Change Detection Rodrigo Caye Daudt Bertrand Le Saux Alexandre Boulch Y. Gousseau 28 19 0 19 Oct 2018
Monitoring spatial sustainable development: Semi-automated analysis of satellite and aerial images for energy transition and sustainability indicators R. L. Curier Tim De Jong K. Strauch Katharina Cramer Natalie Rosenski Clara Schartner M. Debusschere Hannah Ziemons Deniz Iren Stefano Bromuri 22 15 0 11 Oct 2018
Polarimetric Convolutional Network for PolSAR Image Classification Xu Liu L. Jiao Xu Tang Qigong Sun Dan Zhang 38 96 0 09 Jul 2018
Tiling and Stitching Segmentation Output for Remote Sensing: Basic Challenges and Recommendations Bohao Huang Daniel Reichman L. Collins Kyle Bradbury Jordan M. Malof 22 44 0 30 May 2018
Dynamic Multi-Context Segmentation of Remote Sensing Images based on Convolutional Networks Keiller Nogueira M. Dalla Mura Jocelyn Chanussot William R. Schwartz J. A. dos Santos SSeg 15 133 0 11 Apr 2018
Land cover mapping at very high resolution with rotation equivariant CNNs: towards small yet accurate models Diego Marcos Michele Volpi B. Kellenberger D. Tuia 25 237 0 16 Mar 2018
Beyond RGB: Very High Resolution Urban Remote Sensing With Multimodal Deep Networks Nicolas Audebert Bertrand Le Saux Sébastien Lefèvre 38 510 0 23 Nov 2017
EddyNet: A Deep Neural Network For Pixel-Wise Classification of Oceanic Eddies Redouane Lguensat Miao Sun Ronan Fablet E. Mason P. Tandeo Ge Chen 18 140 0 10 Nov 2017
Joint Learning from Earth Observation and OpenStreetMap Data to Get Faster Better Semantic Maps Nicolas Audebert Bertrand Le Saux Sébastien Lefèvre 24 105 0 17 May 2017
Computer Vision for Autonomous Vehicles: Problems, Datasets and State of the Art J. Janai Fatma Guney Aseem Behl Andreas Geiger 10 787 0 18 Apr 2017
ShaResNet: reducing residual network parameter number by sharing weights Alexandre Boulch 32 26 0 28 Feb 2017
A Novel Weight-Shared Multi-Stage CNN for Scale Robustness Ryo Takahashi Takashi Matsubara K. Uehara OOD 30 21 0 12 Feb 2017
Classification With an Edge: Improving Semantic Image Segmentation with Boundary Detection D. Marmanis Konrad Schindler Jan Dirk Wegner S. Galliani Mihai Datcu Uwe Stilla 37 603 0 05 Dec 2016