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Jul 24, 2023
Vallejo Orti, Miguel; Castillo, Carlos; Zahs, Vivien; Bubenzer, Olaf; Höfle, Bernhard, 2023, "Classification of Types of Changes in Gully Environments Using Time Series Forest Algorithm [data]", https://doi.org/10.11588/data/NSMM6P, heiDATA, V1, UNF:6:KVUhApCn+Ker99oncknXzA== [fileUNF]
This code implements the TimeSeriesForest algorithm to classify different types of changes in gully environments. i)gully topographical change, ii)no change outside gully, iii) no change inside gully, and iv) non-topographical change. The algorithm is specifically designed for ti...
Plain Text - 4.1 KB - MD5: 32877e41621e27231bae303eda9f5d19
Comma Separated Values - 1.7 MB - MD5: 2059b5ada7e507f6a7148a75118b19a6
Tabular Data - 7.6 MB - 55 Variables, 12422 Observations - UNF:6:KVUhApCn+Ker99oncknXzA==
Comma Separated Values - 95.8 KB - MD5: e7610e57ac4f1415f3d11a64963c8181
Comma Separated Values - 7.7 MB - MD5: 923572a230d9fd56a22c4db0c40c8c86
Python Source Code - 6.5 KB - MD5: 3e159b643fbeb7a266a39e997a0f80d9
Comma Separated Values - 3.4 MB - MD5: a241c5fa94335ceb6bb16b6eba3528ec
Jul 20, 2023
Zahs, Vivien; Anders, Katharina; Kohns, Julia; Stark, Alexander; Höfle, Bernhard, 2023, "Classification of structural building damage grades from multi-temporal photogrammetric point clouds using a machine learning model trained on virtual laser scanning data [Data and Source Code]", https://doi.org/10.11588/data/D3WZID, heiDATA, V1
Automatic damage assessment by analysing UAV-derived 3D point clouds provides fast information on the damage situation after an earthquake. However, the assessment of different damage grades is challenging given the variety in damage characteristics and limited transferability of...
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