Shaped-based recognition of 3D objects from 2D projections / by Philip David and Daniel DeMenthon.
| Author/creator | David, Philip |
| Other author | DeMenthon, Daniel. |
| Other author | U.S. Army Research Laboratory. |
| Format | Electronic |
| Publication Info | Adelphi, MD : Army Research Laboratory, [2006] |
| Description | 1 online resource (vi, 32 pages) : illustrations. |
| Supplemental Content | https://purl.fdlp.gov/GPO/LPS125451 |
| Subjects |
| Variant title | Shaped based recognition of 3D objects from 2D projections |
| Series | ARL-TR ; 4006 ARL-TR (Aberdeen Proving Ground, Md.) ; 4006. ^A566074 |
| Abstract | We present an object recognition algorithm that uses model and image line features to locate complex objects in high clutter environments. Corresponding line features are determined by a three-stage process. The first stage generates a large number of approximate pose hypotheses from correspondence of one or two lines in the model and image. Next, pose hypotheses from the previous stage are quickly evaluated and ranked by a comparison of local image neighborhoods to the corresponding local model neighborhoods. Fast nearest neighbor and range search algorithms are used to implement a distance measure that is unaffected by clutter and partial occlusion. The ranking of pose hypotheses is invariant to changes in image scale, orientation, and partially invariant to affine distortion. Finally, a robust pose estimation algorithm is applied for refinement and verification, starting from the few best approximate poses produced by the previous stages. Experiments on real images demonstrate robost recognition of partially occluded objects in very high clutter environments. |
| General note | Title from PDF title screen (ARL, viewed Nov. 22, 2010). |
| General note | "December 2006." |
| General note | Prepared in collaboration with University of Maryland, College Park, MD. |
| Bibliography note | Includes bibliographical references. |
| Access restriction | APPROVED FOR PUBLIC RELEASE. |
| Report note | Summary. Jan. to July 2006. |
| GPO item number | 0324-A-01 (online) |
| Govt. docs number | D 101.133:4006 |
Availability
| Library | Location | Call Number | Status | Item Actions |
|---|---|---|---|---|
| Electronic Resources | Access Content Online | ✔ Available |