PUBLICATIONS
UseGeo - ISPRS Scientific Initiative 2021-2022
State-of-the-art:
Godard, C., Aodha, O. Mac, Firman, M., Brostow, G., 2019. Digging into self-supervised monocular depth estimation. Proc. IEEE ICCV, 3827–3837. https://doi.org/10.1109/ICCV.2019.00393
Hermann, M., Ruf, B., Weinmann, M., Hinz, S., 2020. Self-supervised learning for monocular depth estimation from aerial imagery. ISPRS Ann. Photogramm. Remote Sens. Spat. Inf. Sci., V-2–2020, 357–364. https://doi.org/10.5194/isprsannals-v-2-2020-357-2020
Lyu, Y., Vosselman, G., Xia, G.S., Yilmaz, A., Yang, M.Y., 2020. UAVid: A semantic segmentation dataset for UAV imagery. ISPRS J. Photogramm. Remote Sens. 165, 108–119. https://doi.org/10.1016/j.isprsjprs.2020.05.009
Madhuanand, L., Nex, F., Yang, M.Y., 2020. Deep Learning for Monocular depth estimation from UAV images. ISPRS Ann. Photogramm., Remote Sens. Spat. Inform. Sci., V-2-2020, 451–458. https://doi.org/10.5194/isprs-annals-V-2-2020-451-2020
Madhuanand, L., Nex, F., & Yang, M. Y., 2021. Self-supervised monocular depth estimation from oblique UAV videos. ISPRS journal of photogrammetry and remote sensing, 176, 1-14. https://doi.org/10.1016/j.isprsjprs.2021.03.024
UseGeo-related publications:
Yadav, Y., Alsadik, B., Nex, F., Remondino, F., Glira, P., 2023. Hybrid adjustment of UAS-based LiDAR and image data. Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1/W2-2023, 633–640
Nex, F., Zhang, N., Remondino, F., Farella, E.M., Qin, R., Zhang, C., 2023. Benchmarking the extraction of 3d geometry from UAV images with deep learning methods. Int. Arch. Photogrammet. Remote Sens. Spat. Inf. Sci. XLVIII-1/W3-2023, 123–130
Hermann, M., Weinmann, M., Nex, F., Stathopoulou, E.K., Remondino, F., Jutzi, B., Ruf, B., 2024. Depth estimation and 3D reconstruction from UAV-borne imagery: Evaluation on the UseGeo dataset. ISPRS Open Journal of Photogrammetry and Remote Sensing, 100065
Nex, F., Stathopoulou, E.K., Remondino, F., Yang, M.Y., Madhuanand, L., Yogender, Y., Alsadik, B., Weinmann, M., Jutzi, B., Qin, R., 2024. UseGeo – a UAV-Based Multi- Sensor Dataset for Geospatial Research. ISPRS Open Journal of Photogrammetry and Remote Sensing, 100070
