"Microsoft Research Audio 104389: Visual Classification By A Hierarchy Of Semantic Fragments" - Information and Links:

Microsoft Research Audio 104389: Visual Classification By A Hierarchy Of Semantic Fragments - Info and Reading Options

"Microsoft Research Audio 104389: Visual Classification By A Hierarchy Of Semantic Fragments" and the language of the book is English.


“Microsoft Research Audio 104389: Visual Classification By A Hierarchy Of Semantic Fragments” Metadata:

  • Title: ➤  Microsoft Research Audio 104389: Visual Classification By A Hierarchy Of Semantic Fragments
  • Author:
  • Language: English

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  • Internet Archive ID: ➤  Microsoft_Research_Audio_104389

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"Microsoft Research Audio 104389: Visual Classification By A Hierarchy Of Semantic Fragments" Description:

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<p>We describe visual classification by a hierarchy of semantic fragments. In fragment-based classification, objects within a class are represented by common sub-structures selected during training. Here we propose two extensions to the basic fragment-based scheme. The first extension is the extraction and use of feature hierarchies. We describe a method that automatically constructs complete feature hierarchies from image examples, and show that features constructed hierarchically are significantly more informative and better for classification compared with similar non-hierarchical features. The second extension is the use of so-called semantic fragments to represent object parts. The goal of a semantic fragment is to represent the different possible appearances of a given object part. The visual appearance of such object parts can differ substantially, and therefore traditional image similarity-based methods are inappropriate for the task. We show how the method can automatically learn the part structure of a new domain, identify the main parts, and how their appearance changes across objects in the class. We discuss the implications of these extensions to object classification and recognition.</p><p>Joint work with Prof. Shimon Ullman.</p><div class="fs30">©2006 Microsoft Corporation. All rights reserved.</div>

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  • Added Date: 2013-11-23 23:13:37

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