Using depth cameras for biomass estimation - a multi-angle approach
The multi-angle plant reconstruction obtained from sensors such as Microsoft Kinect creates realistic models. However a full 3D reconstruction from every angle is not possible at present under field conditions. When an on-the-go measurement is taken, the sensor must be fixed at a vehicle and its bes...
| Autores: | , , , , , , |
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| Tipo de recurso: | otro |
| Estado: | Versión aceptada para publicación |
| Fecha de publicación: | 2015 |
| País: | España |
| Institución: | Consejo Superior de Investigaciones Científicas (CSIC) |
| Repositorio: | DIGITAL.CSIC. Repositorio Institucional del CSIC |
| OAI Identifier: | oai:digital.csic.es:10261/130448 |
| Acceso en línea: | http://hdl.handle.net/10261/130448 |
| Access Level: | acceso abierto |
| Palabra clave: | Depth cameras Kinect Angle of view Biomass assessment |
| Sumario: | The multi-angle plant reconstruction obtained from sensors such as Microsoft Kinect creates realistic models. However a full 3D reconstruction from every angle is not possible at present under field conditions. When an on-the-go measurement is taken, the sensor must be fixed at a vehicle and its best position needs to be determined. The objective of this study was to assess the possibilities of the Microsoft Kinect for Windows v1 sensor to quantify the biomass of poplar trees using different angles from a stationary position, in other words, to explore the best location of the sensor with respect to the trees. For this purpose, readings were obtained by placing the sensor at one meter from the tree, comparing four different view angles: top view (0º), 45º, perpendicular (90º) and ground (-45º). Good correlations between dry biomass and calculated plant surface area from measured raw data were found. The comparison of the different view angles revealed that top view showed poorer results due to top leaves occluding lower leaves. However, the other views led to good results. Consequently, the Microsoft Kinect for Windows v1 sensor provides reliable information about crop biomass. |
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