Time lapse structure-from-motion photogrammetry for continuous geomorphic monitoring
Research output: Contribution to journal › Research article › Contributed › peer-review
Contributors
Abstract
Recent advances are made in earth surface reconstruction with high spatial resolution due to SfM photogrammetry. High flexibility of data acquisition and high potential of process automation allows for a significant increase of the temporal resolution, as well, which is especially interesting to assess geomorphic changes. Two case studies are presented where 4D reconstruction is performed to study soil surface changes at 15 seconds intervals: (a) a thunderstorm event is captured at field scale and (b) a rainfall simulation is observed at plot scale. A workflow is introduced for automatic data acquisition and processing including the following approach: data collection, camera calibration and subsequent image correction, template matching to automatically identify ground control points in each image to account for camera movements, 3D reconstruction of each acquisition interval, and finally applying temporal filtering to the resulting surface change models to correct random noise and to increase the reliability of the measurement of signals of change with low intensity. Results reveal surface change detection with cm- to mm-accuracy. Significant soil changes are measured during the events. Ripple and pool sequences become obvious in both case studies. Additionally, roughness changes and hydrostatic effects are apparent along the temporal domain at the plot scale. 4D monitoring with time-lapse SfM photogrammetry enables new insights into geomorphic processes due to a significant increase of temporal resolution.
Details
| Original language | English |
|---|---|
| Pages (from-to) | 2240-2253 |
| Number of pages | 14 |
| Journal | Earth surface processes and landforms |
| Volume | 42 |
| Issue number | 14 |
| Publication status | Published - Nov 2017 |
| Peer-reviewed | Yes |
Keywords
ASJC Scopus subject areas
Keywords
- 4D reconstruction, geomorphic change detection, SfM photogrammetry, soil erosion, time-lapse