Three-dimensional ego-motion estimation from motion fields observed with multiple cameras
β Scribed by Yong-Sheng Chen; Lin-Gwo Liou; Yi-Ping Hung; Chiou-Shann Fuh
- Book ID
- 104161394
- Publisher
- Elsevier Science
- Year
- 2001
- Tongue
- English
- Weight
- 368 KB
- Volume
- 34
- Category
- Article
- ISSN
- 0031-3203
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β¦ Synopsis
In this paper, we present a robust method to estimate the three-dimensional ego-motion of an observer moving in a static environment. This method combines the optical #ow "elds observed with multiple cameras to avoid the ambiguity of 3-D motion recovery due to small "eld of view and small depth variation in the "eld of view. Two residual functions are proposed to estimate the ego-motion for di!erent situations. In the non-degenerate case, both the direction and the scale of the three-dimensional rotation and translation can be obtained. In the degenerate case, rotation can still be obtained but translation can only be obtained up to a scale factor. Both the number of cameras and the camera placement a!ect the accuracy of the estimated ego-motion. We compare di!erent camera con"gurations through simulation. Some results of real-world experiments are also given to demonstrate the bene"ts of our method.
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