Wysocki, Olaf;Schwab, Benedikt;Biswanath, \Manoj Kumar\;Greza, Michael;Zhang, Qilin;Zhu, Jingwei;Froech, Thomas;Heeramaglore, Medhini;Hijazi, Ihab;Kanna, Khaoula;Pechinger, Mathias;Chen, Zhaiyu;Sun, Yao;Segura, \Alejandro Rueda\;Xu, Ziyang;AbdelGafar, Omar;Mehranfar, Mansour;Yeshwanth, Chandan;Liu, \Yueh Cheng\;Yazdi, Hadi;Wang, Jiapan;Auer, Stefan;Anders, Katharina;Bogenberger, Klaus;Borrmann, André;Dai, Angela;Hoegner, Ludwig;Holst, Christoph;Kolbe, \Thomas H.\;Ludwig, Ferdinand;Nießner, Matthias;Petzold, Frank;Zhu, \Xiao Xiang\;Jutzi, Boris
TUM2TWIN: Introducing the large-scale multimodal urban digital twin benchmark dataset
ISPRS Journal of Photogrammetry and Remote Sensing
2026
232
February
810--830

Rötzer, Thomas;Moser-Reischl, Astrid;Pattnaik, Nayanesh;Pauleit, Stephan;Shu, Qiguan;Ludwig, Ferdinand
Effects of pruning on growth and ecosystem services of plane trees in urban environment
Urban Forestry and Urban Greening
2026
117
March

Shu, Qiguan;Boey, \Kai Zhe\;Ludwig, Ferdinand
Reinforcement learning-driven decision support for target-oriented branch pruning on urban trees
Smart and Sustainable Built Environment
2025

Zhang, Xiaohan;Ludwig, Ferdinand
Shade for pedestrians: A novel approach to calculate the spatio-temporal shade benefits of street trees considering pedestrian flow
Building and Environment
2025
272
March

Parhizgar, Leila;Pattnaik, Nayanesh;Yazdi, Hadi;Qiguan, Shu;Pauleit, Stephan;Rahman, \Mohammad A.\;Ludwig, Ferdinand;Pretzsch, Hans;Rötzer, Thomas
Branch biomass allometries for urban tree species based on terrestrial laser scanning (TLS) data
Trees - Structure and Function
2025
39
4
August

Shu, Qiguan;Rötzer, Thomas;Yazdi, Hadi;Reischl, Astrid;Ludwig, Ferdinand
A comparative study of voxel-based leaf area density estimation from quantitative structure models of trees
Science of Remote Sensing
2025
12
December

Yazdi, Hadi;Moser-Reischl, Astrid;Rötzer, Thomas;Petzold, Frank;Ludwig, Ferdinand
Machine learning-based prediction of tree crown development in competitive urban environments
Urban Forestry and Urban Greening
2024
101
November

Yazdi, Hadi;Boey, \Kai Zhe\;Rötzer, Thomas;Petzold, Frank;Shu, Qiguan;Ludwig, Ferdinand
Automated classification of tree species using graph structure data and neural networks
Ecological Informatics
2024
84
December

Yazdi, Hadi;Shu, Qiguan;Rötzer, Thomas;Petzold, Frank;Ludwig, Ferdinand
A multilayered urban tree dataset of point clouds, quantitative structure and graph models
Scientific Data
2024
11
1
December

Ludwig, Ferdinand; Hensel, Michael; Rötzer, Thomas; Ahmeti, Albin; Chen, Xi; Erdal, Halil Ibrahim; Reischel, Astrid; Shu, Qiguan; Tyc, Jakub Marcin; Yazdi, Hadi
JoDLA – Journal of Digital Landscape Architecture
Digital Workflow for Novel Urban Green System Design Derived from a Historical Role Model
Wichmann Verlag
2024
333-345