From primal templates to invariant recognition
Name
MIT-CSAIL-TR-2010-057.pdf
Size
468.97 KB
Format
Adobe PDF
Checksum (MD5)
b4d5f0a5efb2cc781dcf57576e9cc8a6
Author(s)
Leibo, Joel Z
Mutch, Jim
Ullman, Shimon
Poggio, Tomaso
Advisor(s)
Tomaso Poggio
Date Issued
December 4, 2010
Series/Report no.
MIT-CSAIL-TR-2010-057
CBCL-293
Abstract
We can immediately recognize novel objects seen only once before -- in different positions on the retina and at different scales (distances). Is this ability hardwired by our genes or learned during development -- and if so how? We present a computational proof that developmental learning of invariance in recognition is possible and can emerge rapidly. This computational work sets the stage for experiments on the development of object invariance while suggesting a specific mechanism that may be critically tested.
Subjects
vision
object recognition
Terms of Use
Creative Commons Attribution-NonCommercial-NoDerivs 3.0 Unported
Persistent DSpace Link
