Abstract: A geospatial and image data collection system includes a laser source configured to direct laser radiation toward a geospatial area, and an image sensor. The image sensor is configured to be operable in a first sensing mode to sense reflected laser radiation from the geospatial area representative of three dimensional (3D) geospatial data, and a second sensing mode to sense ambient radiation from the geospatial area representative of two dimensional (2D) image data. In addition, a controller is configured to operate the image sensor in the first and second sensing modes to generate the 3D geospatial data and 2D image data registered therewith.

Abstract: A geospatial and image data collection system includes a laser source configured to direct laser radiation toward a geospatial area, and an image sensor. The image sensor is configured to be operable in a first sensing mode to sense reflected laser radiation from the geospatial area representative of three dimensional (3D) geospatial data, and a second sensing mode to sense ambient radiation from the geospatial area representative of two dimensional (2D) image data. In addition, a controller is configured to operate the image sensor in the first and second sensing modes to generate the 3D geospatial data and 2D image data registered therewith.

Abstract: An image processing device may include a memory, and a controller. The controller may cooperate with the memory for determining N nearest neighbors for each voxel among a plurality thereof, and determining a respective distance between each voxel and its N nearest neighboring voxels. The controller may also cooperate with the memory for selectively removing each given voxel if a respective distance to an Mth nearest neighboring voxel is greater than a first threshold, and with M being less than or equal to N. Optionally, the controller may also cooperate with the memory for selectively removing each other given voxel if a respective distance to an Lth nearest neighboring voxel is less than a second threshold, with the second threshold being less than the first threshold and with L being less than M.

Abstract: An image processing device may include a memory, and a controller. The controller may cooperate with the memory for determining N nearest neighbors for each voxel among a plurality thereof, and determining a respective distance between each voxel and its N nearest neighboring voxels. The controller may also cooperate with the memory for selectively removing each given voxel if a respective distance to an Mth nearest neighboring voxel is greater than a first threshold, and with M being less than or equal to N. Optionally, the controller may also cooperate with the memory for selectively removing each other given voxel if a respective distance to an Lth nearest neighboring voxel is less than a second threshold, with the second threshold being less than the first threshold and with L being less than M.