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Dense semantic labeling of sub-decimeter resolution images with
  convolutional neural networks
v1v2 (latest)

Dense semantic labeling of sub-decimeter resolution images with convolutional neural networks

2 August 2016
Michele Volpi
D. Tuia
    SSeg
ArXiv (abs)PDFHTML

Papers citing "Dense semantic labeling of sub-decimeter resolution images with convolutional neural networks"

50 / 55 papers shown
Title
Threshold Attention Network for Semantic Segmentation of Remote Sensing Images
Threshold Attention Network for Semantic Segmentation of Remote Sensing Images
Wei Long
Yongjun Zhang
Zhongwei Cui
Yujie Xu
Xuexue Zhang
257
14
0
14 Jan 2025
PixelDINO: Semi-Supervised Semantic Segmentation for Detecting
  Permafrost Disturbances
PixelDINO: Semi-Supervised Semantic Segmentation for Detecting Permafrost Disturbances
Konrad Heidler
Ingmar Nitze
Guido Grosse
Xiao Xiang Zhu
56
4
0
17 Jan 2024
Looking Outside the Window: Wide-Context Transformer for the Semantic
  Segmentation of High-Resolution Remote Sensing Images
Looking Outside the Window: Wide-Context Transformer for the Semantic Segmentation of High-Resolution Remote Sensing Images
L. Ding
Dong Lin
Shaofu Lin
Jing Zhang
Xiaojie Cui
Yuebin Wang
Hao Tang
Lorenzo Bruzzone
ViT
154
101
0
29 Jun 2021
Multi-task fully convolutional network for tree species mapping in dense
  forests using small training hyperspectral data
Multi-task fully convolutional network for tree species mapping in dense forests using small training hyperspectral data
L. E. L. Rosa
Camile Sothe
R. Feitosa
C. Almeida
M. B. Schimalski
Dario Augusto Borges Oliveira
60
44
0
01 Jun 2021
A deep network approach to multitemporal cloud detection
A deep network approach to multitemporal cloud detection
D. Tuia
B. Kellenberger
Adrián Pérez-Suay
Gustau Camps-Valls
68
11
0
09 Dec 2020
LULC classification by semantic segmentation of satellite images using
  FastFCN
LULC classification by semantic segmentation of satellite images using FastFCN
Md. Saif Hassan Onim
Aiman Rafeed Ehtesham
Amreen Anbar
A. Islam
A. Rahman
43
10
0
13 Nov 2020
A Generalizable and Accessible Approach to Machine Learning with Global
  Satellite Imagery
A Generalizable and Accessible Approach to Machine Learning with Global Satellite Imagery
Esther Rolf
J. Proctor
T. Carleton
I. Bolliger
Vaishaal Shankar
Miyabi Ishihara
Benjamin Recht
S. Hsiang
164
128
0
16 Oct 2020
Deploying machine learning to assist digital humanitarians: making image
  annotation in OpenStreetMap more efficient
Deploying machine learning to assist digital humanitarians: making image annotation in OpenStreetMap more efficient
John E. Vargas-Muñoz
D. Tuia
A. X. Falcão
26
17
0
17 Sep 2020
Mining and Tailings Dam Detection In Satellite Imagery Using Deep
  Learning
Mining and Tailings Dam Detection In Satellite Imagery Using Deep Learning
R. Balaniuk
Olga Isupova
S. Reece
54
51
0
02 Jul 2020
Geometry-Aware Segmentation of Remote Sensing Images via Implicit Height
  Estimation
Geometry-Aware Segmentation of Remote Sensing Images via Implicit Height Estimation
Xiang Li
Lingjing Wang
Yi Fang
54
6
0
10 Jun 2020
LandCover.ai: Dataset for Automatic Mapping of Buildings, Woodlands,
  Water and Roads from Aerial Imagery
LandCover.ai: Dataset for Automatic Mapping of Buildings, Woodlands, Water and Roads from Aerial Imagery
Adrian Boguszewski
D. Batorski
Natalia Ziemba-Jankowska
T. Dziedzic
Anna Zambrzycka
130
91
0
05 May 2020
RSVQA: Visual Question Answering for Remote Sensing Data
RSVQA: Visual Question Answering for Remote Sensing Data
Sylvain Lobry
Diego Marcos
J. Murray
D. Tuia
126
223
0
16 Mar 2020
A framework for large-scale mapping of human settlement extent from
  Sentinel-2 images via fully convolutional neural networks
A framework for large-scale mapping of human settlement extent from Sentinel-2 images via fully convolutional neural networks
C. Qiu
M. Schmitt
Christian Gei
T. Chen
Xiaoxiang Zhu
85
59
0
31 Jan 2020
Self-attention for raw optical Satellite Time Series Classification
Self-attention for raw optical Satellite Time Series Classification
M. Rußwurm
Marco Körner
AI4TS
88
268
0
23 Oct 2019
Pixel-Wise PolSAR Image Classification via a Novel Complex-Valued Deep
  Fully Convolutional Network
Pixel-Wise PolSAR Image Classification via a Novel Complex-Valued Deep Fully Convolutional Network
Yi Cao
Yan Wu
Peng Zhang
Wenkai Liang
Ming Li
52
51
0
29 Sep 2019
DV3+HED+: A DCNNs-based Framework to Monitor Temporary Works and ESAs in
  Railway Construction Project Using VHR Satellite Images
DV3+HED+: A DCNNs-based Framework to Monitor Temporary Works and ESAs in Railway Construction Project Using VHR Satellite Images
Rui-feng Guo
Ronghua Liu
Nawen Li
Wei Liu
24
1
0
29 Aug 2019
A Comparison and Strategy of Semantic Segmentation on Remote Sensing
  Images
A Comparison and Strategy of Semantic Segmentation on Remote Sensing Images
Junxing Hu
Ling X. Li
Yijun Lin
Fengge Wu
Junsuo Zhao
61
27
0
24 May 2019
Collaborative Global-Local Networks for Memory-Efficient Segmentation of
  Ultra-High Resolution Images
Collaborative Global-Local Networks for Memory-Efficient Segmentation of Ultra-High Resolution Images
Wuyang Chen
Ziyu Jiang
Zhangyang Wang
Kexin Cui
Xiaoning Qian
95
152
0
15 May 2019
Understanding urban landuse from the above and ground perspectives: a
  deep learning, multimodal solution
Understanding urban landuse from the above and ground perspectives: a deep learning, multimodal solution
Shivangi Srivastava
John E. Vargas-Muñoz
D. Tuia
96
139
0
05 May 2019
Leveraging Crowdsourced GPS Data for Road Extraction from Aerial Imagery
Leveraging Crowdsourced GPS Data for Road Extraction from Aerial Imagery
Tao Sun
Zonglin Di
Pengyu Che
Chun Liu
Yin Wang
72
91
0
04 May 2019
Deep Learning for Classification of Hyperspectral Data: A Comparative
  Review
Deep Learning for Classification of Hyperspectral Data: A Comparative Review
Nicolas Audebert
Bertrand Le Saux
Sébastien Lefèvre
113
481
0
24 Apr 2019
ResUNet-a: a deep learning framework for semantic segmentation of
  remotely sensed data
ResUNet-a: a deep learning framework for semantic segmentation of remotely sensed data
F. Diakogiannis
F. Waldner
P. Caccetta
Chen Wu
SSeg
155
1,359
0
01 Apr 2019
Topological Map Extraction from Overhead Images
Topological Map Extraction from Overhead Images
Zuoyue Li
Jan Dirk Wegner
Aurelien Lucchi
146
160
0
04 Dec 2018
Temporal Convolutional Neural Network for the Classification of
  Satellite Image Time Series
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series
Charlotte Pelletier
Geoffrey I. Webb
F. Petitjean
115
446
0
26 Nov 2018
Contextual Hourglass Network for Semantic Segmentation of High
  Resolution Aerial Imagery
Contextual Hourglass Network for Semantic Segmentation of High Resolution Aerial Imagery
Panfeng Li
Youzuo Lin
E. Schultz-Fellenz
98
62
0
30 Oct 2018
Incremental Learning for Semantic Segmentation of Large-Scale Remote
  Sensing Data
Incremental Learning for Semantic Segmentation of Large-Scale Remote Sensing Data
O. Tasar
Y. Tarabalka
Pierre Alliez
CLL
115
127
0
29 Oct 2018
Multitask Learning for Large-scale Semantic Change Detection
Multitask Learning for Large-scale Semantic Change Detection
Rodrigo Caye Daudt
Bertrand Le Saux
Alexandre Boulch
Y. Gousseau
115
19
0
19 Oct 2018
DuPLO: A DUal view Point deep Learning architecture for time series
  classificatiOn
DuPLO: A DUal view Point deep Learning architecture for time series classificatiOn
R. Interdonato
Dino Ienco
R. Gaetano
K. Ose
AI4TS
73
144
0
20 Sep 2018
Deep multi-task learning for a geographically-regularized semantic
  segmentation of aerial images
Deep multi-task learning for a geographically-regularized semantic segmentation of aerial images
Michele Volpi
D. Tuia
83
84
0
23 Aug 2018
Semantic Labeling in Very High Resolution Images via a Self-Cascaded
  Convolutional Neural Network
Semantic Labeling in Very High Resolution Images via a Self-Cascaded Convolutional Neural Network
Yongcheng Liu
Bin Fan
Lingfeng Wang
Jun Bai
Shiming Xiang
Chunhong Pan
82
255
0
30 Jul 2018
Feature Fusion through Multitask CNN for Large-scale Remote Sensing
  Image Segmentation
Feature Fusion through Multitask CNN for Large-scale Remote Sensing Image Segmentation
Shihao Sun
Lei Yang
Wenjie Liu
Ruirui Li
51
17
0
24 Jul 2018
A framework for remote sensing images processing using deep learning
  technique
A framework for remote sensing images processing using deep learning technique
R. Cresson
27
36
0
17 Jul 2018
Land-Cover Classification with High-Resolution Remote Sensing Images
  Using Transferable Deep Models
Land-Cover Classification with High-Resolution Remote Sensing Images Using Transferable Deep Models
Xin-Yi Tong
Guisong Xia
Qikai Lu
Huanfeng Shen
Shengyang Li
S. You
Liangpei Zhang
95
755
0
16 Jul 2018
Polarimetric Convolutional Network for PolSAR Image Classification
Polarimetric Convolutional Network for PolSAR Image Classification
Xu Liu
L. Jiao
Xu Tang
Qigong Sun
Dan Zhang
113
99
0
09 Jul 2018
Recurrent Multiresolution Convolutional Networks for VHR Image
  Classification
Recurrent Multiresolution Convolutional Networks for VHR Image Classification
J. R. Bergado
Claudio Persello
Alfred Stein
42
66
0
15 Jun 2018
Feature Pyramid Network for Multi-Class Land Segmentation
Feature Pyramid Network for Multi-Class Land Segmentation
Selim S. Seferbekov
V. Iglovikov
A. Buslaev
Alexey A. Shvets
SSeg
149
145
0
09 Jun 2018
Tiling and Stitching Segmentation Output for Remote Sensing: Basic
  Challenges and Recommendations
Tiling and Stitching Segmentation Output for Remote Sensing: Basic Challenges and Recommendations
Bohao Huang
Daniel Reichman
L. Collins
Kyle Bradbury
Jordan M. Malof
124
45
0
30 May 2018
Vehicle Instance Segmentation from Aerial Image and Video Using a
  Multi-Task Learning Residual Fully Convolutional Network
Vehicle Instance Segmentation from Aerial Image and Video Using a Multi-Task Learning Residual Fully Convolutional Network
Lichao Mou
Xiaoxiang Zhu
SSeg
63
155
0
26 May 2018
Building Extraction at Scale using Convolutional Neural Network: Mapping
  of the United States
Building Extraction at Scale using Convolutional Neural Network: Mapping of the United States
Hsiuhan Lexie Yang
Jiangye Yuan
D. Lunga
M. Laverdiere
A. Rose
B. Bhaduri
55
175
0
23 May 2018
DeepGlobe 2018: A Challenge to Parse the Earth through Satellite Images
DeepGlobe 2018: A Challenge to Parse the Earth through Satellite Images
Ilke Demir
Krzysztof Koperski
David Lindenbaum
Guan Pang
Jing Huang
Saikat Basu
Forest Hughes
D. Tuia
Ramesh Raskar
60
848
0
17 May 2018
TreeSegNet: Adaptive Tree CNNs for Subdecimeter Aerial Image
  Segmentation
TreeSegNet: Adaptive Tree CNNs for Subdecimeter Aerial Image Segmentation
Kai Yue
Lei Yang
Ruirui Li
Wei Hu
Fan Zhang
Wei Li
SSeg
60
4
0
29 Apr 2018
Dynamic Multi-Context Segmentation of Remote Sensing Images based on
  Convolutional Networks
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
131
133
0
11 Apr 2018
Learning deep structured active contours end-to-end
Learning deep structured active contours end-to-end
Diego Marcos
D. Tuia
B. Kellenberger
Lisa Zhang
Min Bai
Renjie Liao
R. Urtasun
81
157
0
16 Mar 2018
Land cover mapping at very high resolution with rotation equivariant
  CNNs: towards small yet accurate models
Land cover mapping at very high resolution with rotation equivariant CNNs: towards small yet accurate models
Diego Marcos
Michele Volpi
B. Kellenberger
D. Tuia
125
237
0
16 Mar 2018
Learning Spectral-Spatial-Temporal Features via a Recurrent
  Convolutional Neural Network for Change Detection in Multispectral Imagery
Learning Spectral-Spatial-Temporal Features via a Recurrent Convolutional Neural Network for Change Detection in Multispectral Imagery
Lichao Mou
Lorenzo Bruzzone
Xiaoxiang Zhu
78
468
0
07 Mar 2018
IM2HEIGHT: Height Estimation from Single Monocular Imagery via Fully
  Residual Convolutional-Deconvolutional Network
IM2HEIGHT: Height Estimation from Single Monocular Imagery via Fully Residual Convolutional-Deconvolutional Network
Lichao Mou
Xiaoxiang Zhu
MDE
96
120
0
28 Feb 2018
Beyond RGB: Very High Resolution Urban Remote Sensing With Multimodal
  Deep Networks
Beyond RGB: Very High Resolution Urban Remote Sensing With Multimodal Deep Networks
Nicolas Audebert
Bertrand Le Saux
Sébastien Lefèvre
111
518
0
23 Nov 2017
EddyNet: A Deep Neural Network For Pixel-Wise Classification of Oceanic
  Eddies
EddyNet: A Deep Neural Network For Pixel-Wise Classification of Oceanic Eddies
Redouane Lguensat
Miao Sun
Ronan Fablet
E. Mason
P. Tandeo
Ge Chen
107
145
0
10 Nov 2017
Deep learning in remote sensing: a review
Deep learning in remote sensing: a review
Xiaoxiang Zhu
D. Tuia
Lichao Mou
Gui-Song Xia
Liangpei Zhang
Feng Xu
Friedrich Fraundorfer
102
1,627
0
11 Oct 2017
PatternNet: A Benchmark Dataset for Performance Evaluation of Remote
  Sensing Image Retrieval
PatternNet: A Benchmark Dataset for Performance Evaluation of Remote Sensing Image Retrieval
Weixun Zhou
Shawn D. Newsam
Congmin Li
Z. Shao
172
461
0
11 Jun 2017
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