publications by Devendra P Garg.

Papers Published

1. Prabhu, S.M. and Garg, D.P. and Spano, M.R., Sr., A hierarchical labeled object classification system, Proceedings of the 12th IAPR International Conference on Pattern Recognition (Cat. No.94CH3440-5), vol. vol.2 (1994), pp. 479 - 81 [ICPR.1994.576988] .
   (last updated on 2007/04/10)

   Abstract:
   This paper describes the design of a labeled object classification system to be used for product classification at the final inspection stage of an IBM personal computer manufacturing line. The classification problem is broken down into pattern extraction, feature extraction, and feature classification levels. Pattern extraction and normalization are performed by image processing. Normalized images of the labels so obtained are compressed using an autoassociative network. Features extracted in this manner are used as inputs to a second learning vector quantization (LVQ) network trained to classify the labels. The system so designed is shown to satisfy the primary requirements of a typical industrial classification system

   Keywords:
   automatic optical inspection;DP industry;feature extraction;image classification;neural nets;object recognition;vector quantisation;