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GPU-based rectification of high-resolution remote sensing stereo images [Elektronski vir]Lukač, Niko ; Žalik, BorutOne of the major challenges in the topographic mapping and fast generation of digital terrain or surface models from stereo optical aerial or satellite imagery is the stereo rectification ... preprocessing step. The general case is the use of extrinsic and intrinsic parameters from each calibrated camera, in order to establish epipolar geometry. Stereo rectification consists of geometric transformation and image sub-pixel resampling. Such a task is computationally demanding when dealing with high-resolution optical imagery. This presents an increasingly evident problem as the remote sensing technologies are becoming more accurate, causing even higher computational demands. This paper proposes a novel method for fast rectification of stereo images pairs to epipolar geometry by using General Purpose computing on Graphics Processing Units (GPGPU). The method is capable of resampling large high-resolution imagery on-the-fly, due to efficient out-of-core processing. In the experiments a runtime comparison was made between the proposed GPU-based and multi-core CPU methods over a dataset consisting of 420 stereo aerial images, where the proposed method achieved a significant speedup.Source: High-Performance Computing in Remote Sensing IV, September 22, 2014, Amsterdam, Netherlands [Elektronski vir] (Str. 1-8)Type of material - conference contributionPublish date - 2014Language - englishCOBISS.SI-ID - 18186518
Author
Lukač, Niko |
Žalik, Borut
Topics
graphics processing units |
remote sensing |
satelite imaging |
cameras
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| Database name | Field | Year |
|---|
| Links to authors' personal bibliographies | Links to information on researchers in the SICRIS system |
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| Lukač, Niko | 33709 |
| Žalik, Borut | 06671 |
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