Classifying pedestrian trajectories by Machine learning using laser sensor data

Kaneko, Hiroyuki; Osaragi, Toshihiro

doi:https://doi.org/10.5194/agile-giss-3-8-2022

Articles | Volume 3

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Articles | Volume 3

https://doi.org/10.5194/agile-giss-3-8-2022

Articles | Volume 3

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10 Jun 2022

| 10 Jun 2022

Classifying pedestrian trajectories by Machine learning using laser sensor data

Hiroyuki Kaneko and Toshihiro Osaragi

Hiroyuki Kaneko

Kajima Technical Research Institute, Tokyo, Japan

Toshihiro Osaragi

https://orcid.org/0000-0002-6327-3976

School of Environment and Society, Tokyo Institute of Technology, Tokyo, Japan

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Extraction of The Spatio-temporal Activity Patterns Using Laser-scanner Trajectory Data

Hiroyuki Kaneko and Toshihiro Osaragi

AGILE GIScience Ser., 1, 9, https://doi.org/10.5194/agile-giss-1-9-2020,https://doi.org/10.5194/agile-giss-1-9-2020, 2020

Improving building detection accuracy: analysis of building location characteristics in open-access satellite data

Koji Ogino and Toshihiro Osaragi

Abstr. Int. Cartogr. Assoc., 9, 27, https://doi.org/10.5194/ica-abs-9-27-2025,https://doi.org/10.5194/ica-abs-9-27-2025, 2025

Contradiction Hidden in Values of Urban Raster Data

Toshihiro Osaragi and Yoshitsugu Aoki

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-2024, 247–254, https://doi.org/10.5194/isprs-annals-X-4-2024-247-2024,https://doi.org/10.5194/isprs-annals-X-4-2024-247-2024, 2024

Spatiotemporal Interpolation Method for Population Flow Data in Urban Areas

Toshihiro Osaragi, Xianshu Nan, and Maki Kishimoto

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W4-2024, 145–152, https://doi.org/10.5194/isprs-annals-X-4-W4-2024-145-2024,https://doi.org/10.5194/isprs-annals-X-4-W4-2024-145-2024, 2024

APPLICATION OF CELL PHONE STATISTICS FOR ESTIMATING STRANDED PEOPLE BEHAVIOR AFTER SEVERE EARTHQUAKE IN TOKYO

T. Osaragi

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 329–336, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-329-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-329-2023, 2023

EVALUATION OF TIME LOSS DUE TO UNEVEN DISTRIBUTION OF RAILWAY PASSENGERS GETTING ON AND OFF

T. Osaragi and H. Miyashita

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W3-2022, 197–204, https://doi.org/10.5194/isprs-annals-X-4-W3-2022-197-2022,https://doi.org/10.5194/isprs-annals-X-4-W3-2022-197-2022, 2022

EVALUATION METHOD FOR INFORMATION CONTENT OF RASTER DATA USING FRACTAL DIMENSION

T. Osaragi

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-4-2022, 75–81, https://doi.org/10.5194/isprs-annals-V-4-2022-75-2022,https://doi.org/10.5194/isprs-annals-V-4-2022-75-2022, 2022

Exploring the Differences Between Tourists and Locals in Urban Settings Through Multi-labeled Geotagged Photos: The Case of Tokyo

Ahmed Derdouri and Toshihiro Osaragi

Proc. Int. Cartogr. Assoc., 4, 26, https://doi.org/10.5194/ica-proc-4-26-2021,https://doi.org/10.5194/ica-proc-4-26-2021, 2021

Upgrading Spatiotemporal Demographic Data by the Integration of Detailed Population Attributes

Toshihiro Osaragi and Ryo Kudo

Adv. Cartogr. GIScience Int. Cartogr. Assoc., 3, 11, https://doi.org/10.5194/ica-adv-3-11-2021,https://doi.org/10.5194/ica-adv-3-11-2021, 2021

Extraction of The Spatio-temporal Activity Patterns Using Laser-scanner Trajectory Data

Hiroyuki Kaneko and Toshihiro Osaragi

AGILE GIScience Ser., 1, 9, https://doi.org/10.5194/agile-giss-1-9-2020,https://doi.org/10.5194/agile-giss-1-9-2020, 2020

Selection of Stopover Stations by Homeward-bound Railway Users

Toshihiro Osaragi

AGILE GIScience Ser., 1, 18, https://doi.org/10.5194/agile-giss-1-18-2020,https://doi.org/10.5194/agile-giss-1-18-2020, 2020

INFLUENCE OF WORD-OF-MOUTH COMMUNICATION ON LARGE-SCALE EVACUATION AFTER A SEVERE EARTHQUAKE

T. Osaragi and T. Tsuchiya

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4, 171–178, https://doi.org/10.5194/isprs-annals-IV-4-171-2018,https://doi.org/10.5194/isprs-annals-IV-4-171-2018, 2018

ACCESSIBILITY ASSESSMENT OF EMERGENCY VEHICLES IN TOKYO METROPOLITAN AREA AFTER A LARGE EARTHQUAKE

M. Kishimoto and T. Osaragi

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4, 303–308, https://doi.org/10.5194/isprs-archives-XLII-4-303-2018,https://doi.org/10.5194/isprs-archives-XLII-4-303-2018, 2018