TAILORED FEATURES FOR SEMANTIC SEGMENTATION WITH A DGCNN USING FREE TRAINING SAMPLES OF A COLORED AIRBORNE POINT CLOUD

TAILORED FEATURES FOR SEMANTIC SEGMENTATION WITH A DGCNN USING FREE TRAINING SAMPLES OF A COLORED AIRBORNE POINT CLOUD

Automation of 3D LiDAR point cloud processing is expected to increase the production rate of many applications including automatic map generation. Fast development on high-end hardware has boosted the expansion of deep learning research for 3D classification and segmentation. However, deep learning...

Full description

Bibliographic Details
Main Authors:	E. Widyaningrum, M. K. Fajari, R. C. Lindenbergh, M. Hahn
Format:	Article
Language:	English
Published:	Copernicus Publications 2020-08-01
Series:	The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:	https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLIII-B2-2020/339/2020/isprs-archives-XLIII-B2-2020-339-2020.pdf

Similar Items

Airborne Laser Scanning Point Cloud Classification Using the DGCNN Deep Learning Method
by: Elyta Widyaningrum, et al.
Published: (2021-02-01)

ACCURACY COMPARISON OF VHR SYSTEMATIC-ORTHO SATELLITE IMAGERIES AGAINST VHR ORTHORECTIFIED IMAGERIES USING GCP
by: E. Widyaningrum, et al.
Published: (2016-06-01)

Processing Laser Point Cloud in Fully Mechanized Mining Face Based on DGCNN
by: Zhizhong Xing, et al.
Published: (2021-07-01)

COMPREHENSIVE COMPARISON OF TWO IMAGE-BASED POINT CLOUDS FROM AERIAL PHOTOS WITH AIRBORNE LIDAR FOR LARGE-SCALE MAPPING
by: E. Widyaningrum, et al.
Published: (2017-09-01)

Automatic LIDAR building segmentation based on DGCNN and euclidean clustering
by: Ahmad Gamal, et al.
Published: (2020-11-01)

Automatic Building Outline Extraction from ALS Point Clouds by Ordered Points Aided Hough Transform
by: Elyta Widyaningrum, et al.
Published: (2019-07-01)

Accelerating Event Detection with DGCNN and FPGAs
by: Zhe Han, et al.
Published: (2020-10-01)

VERTICAL ACCURACY COMPARISON OF DIGITAL ELEVATION MODEL FROM LIDAR AND MULTITEMPORAL SATELLITE IMAGERY
by: J. Octariady, et al.
Published: (2017-05-01)

Deep Learning for Semantic Segmentation of 3D Point Clouds from an Airborne LiDAR
by: Serra, Sabina
Published: (2020)

BUILDING CLASSIFICATION OF VHR AIRBORNE STEREO IMAGES USING FULLY CONVOLUTIONAL NETWORKS AND FREE TRAINING SAMPLES
by: Y. Chen, et al.
Published: (2018-09-01)

DEEP LEARNING FOR SEMANTIC SEGMENTATION OF 3D POINT CLOUD
by: E. S. Malinverni, et al.
Published: (2019-08-01)

SEMANTIC SEGMENTATION OF BUILDING ELEMENTS USING POINT CLOUD HASHING
by: M. Chizhova, et al.
Published: (2018-05-01)

SEMANTIC SEGMENTATION OF BUILDING IN AIRBORNE IMAGES
by: S. Huang, et al.
Published: (2019-06-01)

SEGMENTATION AND CROWN PARAMETER EXTRACTION OF INDIVIDUAL TREES IN AN AIRBORNE TOMOSAR POINT CLOUD
by: M. Shahzad, et al.
Published: (2015-03-01)

MIN-CUT BASED SEGMENTATION OF AIRBORNE LIDAR POINT CLOUDS
by: S. Ural, et al.
Published: (2012-07-01)

Kekalahan Cambodia People’s Party di Wilayah Urban Kamboja pada Pemilu Tahun 2013
by: Farizan Fajari
Published: (2017-11-01)

CHALLENGES AND OPPORTUNITIES: ONE STOP PROCESSING OF AUTOMATIC LARGE-SCALE BASE MAP PRODUCTION USING AIRBORNE LIDAR DATA WITHIN GIS ENVIRONMENT. CASE STUDY: MAKASSAR CITY, INDONESIA
by: E. Widyaningrum, et al.
Published: (2017-05-01)

ASSEMBLING AN IMAGE AND POINT CLOUD DATASET FOR HERITAGE BUILDING SEMANTIC SEGMENTATION
by: E. Pellis, et al.
Published: (2021-08-01)

A BENCHMARK FOR LARGE-SCALE HERITAGE POINT CLOUD SEMANTIC SEGMENTATION
by: F. Matrone, et al.
Published: (2020-08-01)

EXPLORING CROSS-CITY SEMANTIC SEGMENTATION OF ALS POINT CLOUDS
by: Y. Xie, et al.
Published: (2021-06-01)

Semantic Segmentation of Point Clouds Using Deep Learning
by: Tosteberg, Patrik
Published: (2017)

SEMANTIC SEGMENTATION OF INDOOR POINT CLOUDS USING CONVOLUTIONAL NEURAL NETWORK
by: K. Babacan, et al.
Published: (2017-11-01)

ASSESSMENT OF LOW-COST PARTICULATE MATTER SENSORS
by: K. Lehmann, et al.
Published: (2019-10-01)

AIRBORNE LIDAR POINT CLOUD CLASSIFICATION FUSION WITH DIM POINT CLOUD
by: M. Zhou, et al.
Published: (2020-08-01)

EXTRACTION OF BUILDING ROOF EDGES FROM LIDAR DATA TO OPTIMIZE THE DIGITAL SURFACE MODEL FOR TRUE ORTHOPHOTO GENERATION
by: E. Widyaningrum, et al.
Published: (2018-05-01)

EFFICIENT TRAINING OF SEMANTIC POINT CLOUD SEGMENTATION VIA ACTIVE LEARNING
by: Y. Lin, et al.
Published: (2020-08-01)

MASSIVE LINKING OF PS-INSAR DEFORMATIONS TO A NATIONAL AIRBORNE LASER POINT CLOUD
by: A. L. van Natijne, et al.
Published: (2018-05-01)

FAST SEMANTIC SEGMENTATION OF 3D POINT CLOUDS WITH STRONGLY VARYING DENSITY
by: T. Hackel, et al.
Published: (2016-06-01)

Segmentation-Based Filtering of Airborne LiDAR Point Clouds by Progressive Densification of Terrain Segments
by: Xiangguo Lin, et al.
Published: (2014-02-01)

Survey of Point Cloud Semantic Segmentation Based on Deep Learning
by: JING Zhuangwei, GUAN Haiyan, ZANG Yufu, NI Huan, LI Dilong, YU Yongtao
Published: (2021-01-01)

SEMANTIC SEGMENTATION OF INDOOR 3D POINT CLOUD WITH SLENET
by: Y. Ding, et al.
Published: (2019-06-01)

Automatic Point Cloud Semantic Segmentation of Complex Railway Environments
by: Daniel Lamas, et al.
Published: (2021-06-01)

Towards Peaceful Islam: Jemaat Ahmadiyah Indonesia (JAI) as A New Social Movement
by: Nuurul Fajari Fadhillah
Published: (2017-01-01)

3D BUILDING CHANGE DETECTION BETWEEN CURRENT VHR IMAGES AND PAST LIDAR DATA
by: K. Zhou, et al.
Published: (2018-05-01)

Method for extraction of airborne LiDAR point cloud buildings based on segmentation.
by: Maohua Liu, et al.
Published: (2020-01-01)

ON THE ASSOCIATION OF LIDAR POINT CLOUDS AND TEXTURED MESHES FOR MULTI-MODAL SEMANTIC SEGMENTATION
by: D. Laupheimer, et al.
Published: (2020-08-01)

FEATURE-EXTRACTION FROM ALL-SCALE NEIGHBORHOODS WITH APPLICATIONS TO SEMANTIC SEGMENTATION OF POINT CLOUDS
by: A. Leichter, et al.
Published: (2020-08-01)

SEMANTIC SEGMENTATION OF POINT CLOUDS WITH POINTNET AND KPCONV ARCHITECTURES APPLIED TO RAILWAY TUNNELS
by: M. Soilán, et al.
Published: (2020-08-01)

SEMANTIC BUILDING FAÇADE SEGMENTATION FROM AIRBORNE OBLIQUE IMAGES
by: Y. Lin, et al.
Published: (2018-05-01)

Using the structure and motion of stereo point clouds for the semantic segmentation of images
by: Dockrey, Matthew
Published: (2010)

Cannot write session to /tmp/vufind_sessions/sess_qtbsu6schupr6r05ijq0uhoosh