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

22 September 2016

Nicolas Audebert

Bertrand Le Saux

Sébastien Lefèvre

SSeg

ArXiv PDF HTML

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

25 / 25 papers shown

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
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 19 336 0 26 Sep 2023
GAN-Based Object Removal in High-Resolution Satellite Images Hadi Mansourifar S. Simske GAN 16 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 19 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 22 14 0 06 Nov 2021
Representation Learning for Remote Sensing: An Unsupervised Sensor Fusion Approach Aidan M. Swope X. Rudelis Kyle T. Story SSL 18 20 0 11 Aug 2021
Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks Vivien Sainte Fare Garnot Loic Landrieu AI4TS 71 150 0 16 Jul 2021
Spatiotemporal Fusion in Remote Sensing Hessah Albanwan R. Qin 11 3 0 06 Jul 2021
SCG-Net: Self-Constructing Graph Neural Networks for Semantic Segmentation Qinghui Liu Michael C. Kampffmeyer Robert Jenssen Arnt-Børre Salberg GNN SSeg 25 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 44 950 0 12 Aug 2020
Deep Learning of Unified Region, Edge, and Contour Models for Automated Image Segmentation Ali Hatamizadeh SSeg 21 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 28 218 0 17 Jun 2020
Weakly Supervised Semantic Segmentation Using Constrained Dominant Sets Sinem Aslan Marcello Pelillo 16 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 13 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
ConvPoint: Continuous Convolutions for Point Cloud Processing Alexandre Boulch 3DPC 14 239 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 13 1,276 0 01 Apr 2019
Polarimetric Convolutional Network for PolSAR Image Classification Xu Liu L. Jiao Xu Tang Qigong Sun Dan Zhang 23 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 14 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 15 132 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 15 234 0 16 Mar 2018
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
ShaResNet: reducing residual network parameter number by sharing weights Alexandre Boulch 21 26 0 28 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 29 603 0 05 Dec 2016