Moein joined the lab as a Ph.D. student in 2022, after a B.Sc. in Geomatics Engineering and an M.Sc. in Remote Sensing from the University of Isfahan, Iran. He builds 3D building models from overhead imagery and LiDAR using deep learning.
Current projects
- LoD1 building reconstruction from airborne data
- Transmission corridor mapping
Publications (11)
2025
- Kamran, M., Sheikholeslami, M. M., and Sohn, G. (2025). PolyAttractNet: Graph-Based Polygonal Segmentation of Building Footprints Using Attraction Field Maps. Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci.
- Yoo, S., Jeong, Y., Sheikholeslami, M. M., and Sohn, G. (2025). EyeNet++: A Multiscale and Multidensity Approach for Outdoor 3-D Semantic Segmentation Inspired by the Human Visual Field. IEEE Transactions on Geoscience and Remote Sensing, 63, 1-19.
- Kamran, M., Sheikholeslami, M. M., Wichmann, A., and Sohn, G. (2025). Transformer Based Building Boundary Reconstruction using Attraction Field Maps. arXiv preprint arXiv:2507.17038.
2024
- Alizadeh Naeini, A., Sheikholeslami, M. M., and Sohn, G. (2024). Advancing Physically Informed Autoencoders for DTM Generation. Remote Sensing, 16(11), 1841.
- Alizadeh Naeini, A., Sheikholeslami, M. M., and Sohn, G. (2024). Ressub-Net: Residual Subtraction Network for DTM Extraction from DSM. IGARSS 2024, 8655-8659.
- Sheikholeslami, M. M., Kamran, M., Wichmann, A., and Sohn, G. (2024). CornerRegNet: Building Segmentation from Overhead Imagery Using Oriented Corners in Deep Networks. IGARSS 2024, 4642-4647.
- Sheikholeslami, M. M., Kamran, M., Wichmann, A., and Sohn, G. (2024). Enhancing Polygonal Building Segmentation via Oriented Corners. arXiv preprint arXiv:2407.12256.
2023
- Ahmadi, M., Alizadeh Naeini, A., Sheikholeslami, M. M., Arjmandi, Z., Zhang, Y., and Sohn, G. (2023). HDPV-SLAM: Hybrid Depth-Augmented Panoramic Visual SLAM for Mobile Mapping System with Tilted LiDAR and Panoramic Visual Camera. IEEE 19th International Conference on Automation Science and Engineering (CASE).
2022
- Alizadeh Naeini, A., Sheikholeslami, M. M., and Sohn, G. (2022). An Adaptive Refinement Scheme for Depth Estimation Networks. Sensors, 22(24), 9755.
2020
- Alizadeh Naeini, A., Ahmad, A., Sheikholeslami, M. M., Claudio, P., and Sohn, G. (2020). An Unsupervised Registration of 3D Point Clouds to 2D CAD Model: A Case Study of Floor Plan. ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci.
Preprints and Under Review
- Alizadeh Naeini, A., Sheikholeslami, M. M., Ghorbanalivakili, M., Yoo, S., and Sohn, G. A Unified Multi-Task Learning Framework for DTM Generation Using Surface Differencing. SSRN 5045901.