This page has direct links to large datasets (point clouds, RPA images). Most datasets are in our Zenodo community.
If you are looking for the scripts and codes that go alogn with our articles, they are in Codeberg, in the SPAMLab Repo.
The map below shows the distribution of the datasets. Click on any rectangle to see more information about it.
Datasets
Grohmann, C.H. (2026). Arco do André cave - photos for SfM-MVS and 3D model.
Zenodo
Data provided by FAPESP grant 2017/50085-3.
https://doi.org/10.5281/zenodo.19713189
Grohmann, C.H. (2026). Janelão cave “atelier” - rock art panel - photos for SfM-MVS and 3D model.
Zenodo
Data provided by FAPESP grant 2017/50085-3.
https://doi.org/10.5281/zenodo.19712913
Grohmann, C.H. (2026). Lapa do Caboclo - rock art panel - photos for SfM-MVS and 3D model.
Zenodo
Data provided by FAPESP grant 2017/50085-3.
https://doi.org/10.5281/zenodo.19712791
Grohmann, C.H., 2026. Debris Flow - Praia Preta, São Sebastião, SP, Brazil - UAV photos for SfM-MVS.
Zenodo
Data provided by FAPESP grant 2023/11197-1.
https://doi.org/10.5281/zenodo.18469798
Coelho, R.D., Frugis, G.L., Viana, C.D., Grohmann, C.H., 2025. High-resolution Digital Terrain Model and Land-surface Parameters of São Sebastião, southeastern Brazil (1.0).
Zenodo
Data provided by FAPESP grant 2023/11197-1.
https://doi.org/10.5281/zenodo.16903678 (version 1)
Frugis, G.L., Coelho, R.D., Viana, C.D., Grohmann, C.H., 2025. High-resolution Digital Terrain Model and Land-surface Parameters of Ilhabela, southeastern Brazil (1.0)
Zenodo
Data provided by FAPESP grant 2023/11197-1.
https://doi.org/10.5281/zenodo.16903853 (version 1)
Grohmann, C.H., 2025. Caverna do Diabo (Cav. da Tapagem / Devil’s Cave) - Point Clouds
Zenodo
Data provided by FAPESP grant 2016/06628-0
https://doi.org/10.5281/zenodo.14860981
Coelho, R. D., Grohmann, C. H., Viana, C. D., Dias, V., 2024. Landslides of the 2023 summer event of São Sebastião, southeastern Brazil. Vector dataset (polygons and points).
Zenodo
Data provided by FAPESP grant 2023/11197-1.
https://doi.org/10.5281/zenodo.11120078 (version 2)
Grohmann, C.H., 2023. Viana Beach, Ilhabela, Brazil. UAV Image Collection.
Zenodo
Data provided by FAPESP grant 2019/26568-0.
https://doi.org/10.5281/zenodo.18418466
Affonso, A.A., Freire, M.P., Sawakuchi, A., Grohmann, C H., 2023. Final products from “3D modeling as a conservation tool to characterize endangered seasonally flooded ecosystems in the Volta Grande do Xingu, Amazon forest, Pará, Brazil” (Version 1).
Zenodo
https://doi.org/10.5281/zenodo.8251029
Grohmann, C.H., Viana, C.D., Garcia, G.P.B., Albuquerque, R.W., Barale, F., Ferretti, F.A., 2022. Jardim Garcia quarry. RPA images, 3D mesh and point coud.
Zenodo
Data provided by FAPESP grant 2016/06628-0.
https://doi.org/10.5281/zenodo.7220755
Grohmann, C.H. and Gomes, F., 2022. Digital Terrain and Surface Models of São Paulo.
Kaggle
https://doi.org/10.34740/KAGGLE/DS/1915612
Grohmann, C.H., Duelis Viana, C., Mendes de Sousa, A. 2026. CEU Paz, São Paulo State, Brazil. UAV Image Collection.
Zenodo
Data provided by FAPESP grant 2019/26568-0.
https://doi.org/10.5281/zenodo.19615642
Grohmann, C.H., Duelis Viana, C., Mendes de Sousa, A. 2026. Santa Madalena I (Jardim Elba), São Paulo State, Brazil. UAV Image Collection (2022).
Zenodo
Data provided by FAPESP grant 2019/26568-0.
https://doi.org/10.5281/zenodo.19615533
Lana, J.C., Jesus, D., Antonelli, T., 2021. Guia de procedimentos técnicos do Departamento de Gestão Territorial: setorização de áreas de risco geológico.
Repositório Institucional de Geociências - Serviço Geológico do Brasil
https://rigeo.cprm.gov.br/jspui/handle/doc/22262
Grohmann, C.H., 2026. Lagoinha Landslide, São Paulo State, Brazil. UAV Image Collection.
Zenodo
Data provided by FAPESP grant 2016/06628-0.
https://doi.org/10.5281/zenodo.19615977
Grohmann, C.H., Pereira Bento Garcia, G., Duelis Viana, C., Dias, H. C., Durço Coelho, R. 2026. Toque-Toque Grande Landslide, São Paulo State, Brazil (flight pattern analysis). UAV Image Collection (2021).
Zenodo
Data provided by FAPESP grant 2016/06628-0.
https://doi.org/10.5281/zenodo.19633452
Grohmann, C.H., Duelis Viana, C., Dias, H. C., Soares, L., Pereira Bento Garcia, G., Durço Coelho, R. 2026. Toque-Toque Grande Landslide, São Paulo State, Brazil. UAV Image Collection (2022).
Zenodo
Data provided by FAPESP grant 2016/06628-0.
https://doi.org/10.5281/zenodo.19630010
Grohmann, C.H., 2026. Garopaba Dune Field, Santa Catarina State, Brazil. UAV Image Collection (2020).
Zenodo
Data provided by FAPESP grant 2016/06628-0.
https://doi.org/10.5281/zenodo.19615793
Grohmann, C.H., Garcia, G.P.B., Affonso, A.A., Albuquerque, R.W., 2019. Garopaba Dune Field, Santa Catarina State, Brazil. TLS point cloud.
OpenTopography.org opentopoID: OTDS.102019.32722.1
Data provided by FAPESP grant 2016/06628-0.
https://doi.org/10.5069/G9CN7228
Grohmann, C.H., 2019. Garopaba Dune Field, Santa Catarina State, Brazil. SfM-MVS point cloud.
OpenTopography.org opentopoID: OTDS.072019.32722.1
Data provided by FAPESP grant 2016/06628-0.
https://doi.org/10.5069/G9DV1H19
Grohmann, C.H., 2019. Lagoinha Landslide, São Paulo State, Brazil. TLS point cloud.
OpenTopography.org opentopoID: OTDS.082019.32723.2
Data provided by FAPESP grant 2016/06628-0.
https://doi.org/10.5069/G90P0X57
Grohmann, C.H., 2019. Lagoinha Landslide, São Paulo State, Brazil. SfM-MVS point cloud.
OpenTopography.org opentopoID: OTDS.082019.32723.1
Data provided by FAPESP grant 2016/06628-0.
https://doi.org/10.5069/G94F1NWJ
Grohmann, C.H., 2010. Coastal Dune Fields of Garopaba and Vila Nova, Santa Catarina State, Brazil.
OpenTopography.org opentopoID: OTLAS.032013.32722.1
Data provided by FAPESP grant 2009/17675-5.
https://doi.org/10.5069/G9DN430Z