Leveraging AutoML and Deep Learning for Object-Based LULC Classification from Multispectral UAV Imagery

Aydin, Ilyas; Sefercik, Umut Gunes; Hosingholizade, Ali

doi:10.5194/isprs-annals-X-4-W8-2025-115-2026

Estimation of Ground-Level NO₂ Concentrations Over Megacities Using Sentinel-5P and Machine Learning Models: A Case Study of Istanbul

Nur Yagmur Aydin and Ilyas Aydin

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-6-2025, 303–308, https://doi.org/10.5194/isprs-archives-XLVIII-M-6-2025-303-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-6-2025-303-2025, 2025

Transformer-Based Sunflower (Helianthus annuus L.) Recognition from Multi-Temporal UAV Orthomosaics

Esra Yildirim, Ismail Colkesen, and Umut Gunes Sefercik

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-6-2025, 309–315, https://doi.org/10.5194/isprs-archives-XLVIII-M-6-2025-309-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-6-2025-309-2025, 2025

Integration of weighted majority voting in machine learning algorithms to enhance pine tree crown mapping on UAV imagery

Ali Hosingholizade, Yousef Erfanifard, Seyed Kazem Alavipanah, Saied Pirasteh, and Virginia Garcia Millan

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-3-2024, 187–192, https://doi.org/10.5194/isprs-annals-X-3-2024-187-2024,https://doi.org/10.5194/isprs-annals-X-3-2024-187-2024, 2024

TREE CROWN DELINEATION ON UAV IMAGERY USING COMBINATION OF MACHINE LEARNING ALGORITHMS WITH MAJORITY VOTING

A. Hosingholizade, Y. Erfanifard, S. K. Alavipanah, H. Latifi, and Y. Jouybari-Moghaddam

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W1-2022, 287–293, https://doi.org/10.5194/isprs-annals-X-4-W1-2022-287-2023,https://doi.org/10.5194/isprs-annals-X-4-W1-2022-287-2023, 2023

LAND COVER CLASSIFICATION PERFORMANCE OF MULTISPECTRAL RTK UAVs

U. G. Sefercik, T. Kavzoglu, I. Colkesen, S. Adali, S. Dinc, M. Nazar, and M. Y. Ozturk

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W5-2021, 489–492, https://doi.org/10.5194/isprs-archives-XLVI-4-W5-2021-489-2021,https://doi.org/10.5194/isprs-archives-XLVI-4-W5-2021-489-2021, 2021

UAV-BASED 3D VIRTUAL TOUR CREATION

U. G. Sefercik, T. Kavzoglu, M. Nazar, C. Atalay, and M. Madak

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W5-2021, 493–499, https://doi.org/10.5194/isprs-archives-XLVI-4-W5-2021-493-2021,https://doi.org/10.5194/isprs-archives-XLVI-4-W5-2021-493-2021, 2021

Leveraging AutoML and Deep Learning for Object-Based LULC Classification from Multispectral UAV Imagery

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