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Image Recognition in Context: Application to Microscopic Urinalysis

 Xubo B. Song, Yaser Abu-Mostafa, Joseph Sill and Harvey Kasdan
  
 

Abstract:
We propose a new and efficient technique to incorporate contextual information into object classification. Most of the current techniques faces the problem of exponential computation cost, which is dealt with by either limiting to local searching space, which might cause incomplete context, or simplifying the problem using specific domain knowledge. In this paper, we propose a new general framework that incorporates partial context at a linear cost. This technique is applied to microscopic urinalysis image recognition, resulting in significant improvement of recognition rate than context free approach, which would have been impossible by conventional context incorporating techniques.

 
 


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