CLASSIFICATION OF LAND COVER AND LAND USE BASED ON CONVOLUTIONAL NEURAL NETWORKS

CLASSIFICATION OF LAND COVER AND LAND USE BASED ON CONVOLUTIONAL NEURAL NETWORKS

Land cover describes the physical material of the earth’s surface, whereas land use describes the socio-economic function of a piece of land. Land use information is typically collected in geospatial databases. As such databases become outdated quickly, an automatic update process is required. This...

Full description

Bibliographic Details
Main Authors:	C. Yang, F. Rottensteiner, C. Heipke
Format:	Article
Language:	English
Published:	Copernicus Publications 2018-04-01
Series:	ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:	https://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/IV-3/251/2018/isprs-annals-IV-3-251-2018.pdf

Similar Items

TOWARDS BETTER CLASSIFICATION OF LAND COVER AND LAND USE BASED ON CONVOLUTIONAL NEURAL NETWORKS
by: C. Yang, et al.
Published: (2019-06-01)

EXPLORING SEMANTIC RELATIONSHIPS FOR HIERARCHICAL LAND USE CLASSIFICATION BASED ON CONVOLUTIONAL NEURAL NETWORKS
by: C. Yang, et al.
Published: (2020-08-01)

IMPROVING THE CLASSIFICATION OF LAND USE OBJECTS USING DENSE CONNECTIVITY OF CONVOLUTIONAL NEURAL NETWORKS
by: A. Gujrathi, et al.
Published: (2020-08-01)

AN ITERATIVE INFERENCE PROCEDURE APPLYING CONDITIONAL RANDOM FIELDS FOR SIMULTANEOUS CLASSIFICATION OF LAND COVER AND LAND USE
by: L. Albert, et al.
Published: (2015-08-01)

A two-layer Conditional Random Field model for simultaneous classification of land cover and land use
by: L. Albert, et al.
Published: (2014-08-01)

INVESTIGATIONS ON SKIP-CONNECTIONS WITH AN ADDITIONAL COSINE SIMILARITY LOSS FOR LAND COVER CLASSIFICATION
by: C. Yang, et al.
Published: (2020-08-01)

A Framework for Evaluating Land Use and Land Cover Classification Using Convolutional Neural Networks
by: Manuel Carranza-García, et al.
Published: (2019-01-01)

QUALITY EVALUATION OF LAND-COVER CLASSIFICATION USING CONVOLUTIONAL NEURAL NETWORK
by: Y. Dang, et al.
Published: (2018-04-01)

STRATEGIC OPTIMIZATION OF CONVOLUTIONAL NEURAL NETWORKS FOR HYPERSPECTRAL LAND COVER CLASSIFICATION
by: C. Buehler, et al.
Published: (2020-08-01)

CNN-BASED MULTI-SCALE HIERARCHICAL LAND USE CLASSIFICATION FOR THE VERIFICATION OF GEOSPATIAL DATABASES
by: C. Yang, et al.
Published: (2021-06-01)

Sparse Pixel Training of Convolutional Neural Networks for Land Cover Classification
by: Noureldin Laban, et al.
Published: (2021-01-01)

Where’s the Rock: Using Convolutional Neural Networks to Improve Land Cover Classification
by: Helen Petliak, et al.
Published: (2019-09-01)

AUTOMATICALLY GENERATED TRAINING DATA FOR LAND COVER CLASSIFICATION WITH CNNS USING SENTINEL-2 IMAGES
by: M. Voelsen, et al.
Published: (2020-08-01)

INVESTIGATIONS ON FEATURE SIMILARITY AND THE IMPACT OF TRAINING DATA FOR LAND COVER CLASSIFICATION
by: M. Voelsen, et al.
Published: (2021-06-01)

CONTEXTUAL LAND USE CLASSIFICATION: HOW DETAILED CAN THE CLASS STRUCTURE BE?
by: L. Albert, et al.
Published: (2016-06-01)

Land Use Classification Using Conditional Random Fields for the Verification of Geospatial Databases
by: L. Albert, et al.
Published: (2014-04-01)

INVARIANT DESCRIPTOR LEARNING USING A SIAMESE CONVOLUTIONAL NEURAL NETWORK
by: L. Chen, et al.
Published: (2016-06-01)

Land Cover Classification from fused DSM and UAV Images Using Convolutional Neural Networks
by: Husam A. H. Al-Najjar, et al.
Published: (2019-06-01)

Integration of Convolutional Neural Networks and Object-Based Post-Classification Refinement for Land Use and Land Cover Mapping with Optical and SAR Data
by: Shengjie Liu, et al.
Published: (2019-03-01)

Super-Resolution Land Cover Mapping Based on the Convolutional Neural Network
by: Yuanxin Jia, et al.
Published: (2019-08-01)

BENCHMARKING OF CONVOLUTIONAL NEURAL NETWORK APPROACHES FOR VEGETATION LAND COVER MAPPING
by: B. Carpentier, et al.
Published: (2021-06-01)

LAND COVER CLASSIFICATION USING CONVOLUTIONAL NEURAL NETWORK WITH REMOTE SENSING DATA AND DIGITAL SURFACE MODEL
by: B. Liu, et al.
Published: (2020-08-01)

MULTISPECTRAL AIRBORNE LASER SCANNING POINT-CLOUDS FOR LAND COVER CLASSIFICATION USING CONVOLUTIONAL NEURAL NETWORKS
by: L. Ma, et al.
Published: (2019-06-01)

SUPERVISED DETECTION OF BOMB CRATERS IN HISTORICAL AERIAL IMAGES USING CONVOLUTIONAL NEURAL NETWORKS
by: D. Clermont, et al.
Published: (2019-09-01)

Fully Connected Conditional Random Fields for High-Resolution Remote Sensing Land Use/Land Cover Classification with Convolutional Neural Networks
by: Bin Zhang, et al.
Published: (2018-11-01)

Study of land cover classification using artificial neural network
by: Saint-Yue, Ran, et al.
Published: (1994)

Integrating Convolutional Neural Network and Multiresolution Segmentation for Land Cover and Land Use Mapping Using Satellite Imagery
by: Saziye Ozge Atik, et al.
Published: (2021-06-01)

LAND USE CLASSIFICATION BASED ON MULTI-STRUCTURE CONVOLUTION NEURAL NETWORK FEATURES CASCADING
by: J. Men, et al.
Published: (2019-09-01)

TIME SERIES LAND COVER CLASSIFICATION BASED ON SEMI-SUPERVISED CONVOLUTIONAL LONG SHORT-TERM MEMORY NEURAL NETWORKS
by: S. Jing, et al.
Published: (2020-08-01)

Different Spectral Domain Transformation for Land Cover Classification Using Convolutional Neural Networks with Multi-Temporal Satellite Imagery
by: Junghee Lee, et al.
Published: (2020-03-01)

Semi-Supervised Convolutional Long Short-Term Memory Neural Networks for Time Series Land Cover Classification
by: Jing Shen, et al.
Published: (2021-09-01)

An Automated Artificial Neural Network System for Land Use/Land Cover Classification from Landsat TM Imagery
by: Siamak Khorram, et al.
Published: (2009-07-01)

Unseen Land Cover Classification from High-Resolution Orthophotos Using Integration of Zero-Shot Learning and Convolutional Neural Networks
by: Biswajeet Pradhan, et al.
Published: (2020-05-01)

Comparing Fully Deep Convolutional Neural Networks for Land Cover Classification with High-Spatial-Resolution Gaofen-2 Images
by: Zemin Han, et al.
Published: (2020-07-01)

ADVERSARIAL DOMAIN ADAPTATION FOR THE CLASSIFICATION OF AERIAL IMAGES AND HEIGHT DATA USING CONVOLUTIONAL NEURAL NETWORKS
by: D. Wittich, et al.
Published: (2019-09-01)

U-Net Convolutional Networks for Mining Land Cover Classification Based on High-Resolution UAV Imagery
by: Tuan Linh Giang, et al.
Published: (2020-01-01)

Land Use Classification of the Deep Convolutional Neural Network Method Reducing the Loss of Spatial Features
by: Xuedong Yao, et al.
Published: (2019-06-01)

A Patch-Based Light Convolutional Neural Network for Land-Cover Mapping Using Landsat-8 Images
by: Hunsoo Song, et al.
Published: (2019-01-01)

Domain Adversarial Neural Networks for Large-Scale Land Cover Classification
by: Mesay Belete Bejiga, et al.
Published: (2019-05-01)

Graph Convolutional Networks-Based Super-Resolution Land Cover Mapping
by: Xining Zhang, et al.
Published: (2021-01-01)

Cannot write session to /tmp/vufind_sessions/sess_ocd5r30j3p41edhmat4l283uo4