Login

Uncertainty Propagation in Model-Based Recognition

Show simple item record

dc.contributor.author Jacobs, D.W. en_US
dc.contributor.author Alter, T.D. en_US
dc.date.accessioned 2004-11-19T17:17:43Z
dc.date.available 2004-11-19T17:17:43Z
dc.date.issued 1995-02-01 en_US
dc.identifier.other AIM-1476 en_US
dc.identifier.uri http://hdl.handle.net/1721.1/7337
dc.description.abstract Building robust recognition systems requires a careful understanding of the effects of error in sensed features. Error in these image features results in a region of uncertainty in the possible image location of each additional model feature. We present an accurate, analytic approximation for this uncertainty region when model poses are based on matching three image and model points, for both Gaussian and bounded error in the detection of image points, and for both scaled-orthographic and perspective projection models. This result applies to objects that are fully three- dimensional, where past results considered only two-dimensional objects. Further, we introduce a linear programming algorithm to compute the uncertainty region when poses are based on any number of initial matches. Finally, we use these results to extend, from two-dimensional to three- dimensional objects, robust implementations of alignmentt interpretation- tree search, and ransformation clustering. en_US
dc.description.provenance Made available in DSpace on 2004-11-19T17:17:43Z (GMT). No. of bitstreams: 2 AIM-1476.ps.Z: 603479 bytes, checksum: a512399973f5aa21ea79d776fd47d79b (MD5) AIM-1476.pdf: 923764 bytes, checksum: bc10b8121494558039c6004de9e8b450 (MD5) Previous issue date: 1995-02-01 en
dc.format.extent 22 p. en_US
dc.format.extent 603479 bytes
dc.format.extent 923764 bytes
dc.format.mimetype application/octet-stream
dc.format.mimetype application/pdf
dc.language.iso en_US
dc.relation.ispartofseries AIM-1476 en_US
dc.subject Model Based Recognition; 3-D Recognition; Error Models: Alignment; Scaled Orthographic Projection; Linear Programming en_US
dc.title Uncertainty Propagation in Model-Based Recognition en_US

Files in this item

Files Size Format
AIM-1476.pdf 923.7Kb application/pdf
AIM-1476.ps.Z 603.4Kb application/octet-stream

This item appears in the following Collection(s)

Show simple item record

Search DSpace@MIT


Advanced Search

Browse

My Account

Links