Analyzing Images Containing Multiple Sparse Patterns with Neural Networks

Anand, Rangachari; Mehrotra, Kishan; Mohan, Chilukuri K.; Ranka, Sanjay

Analyzing Images Containing Multiple Sparse Patterns with Neural Networks

Rangachari Anand, Kishan Mehrotra, Chilukuri K. Mohan, Sanjay Ranka

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Proceedings of the Twelfth International Joint Conference on Artificial Intelligence. Learning Be Knowledge Acquisition. Pages 838-842.

Abstract

We have addressed the problem of analyzing images containing multiple sparse overlapped patterns. This problem arises naturally when analyzing the composition of organic macromolecules using data gathered from their NMR spectra . Using a neural network approach, we have obtained excellent results in using NMR data to analyze the presence of various amino acids in protein molecules. We have achieved high correct classification percentages (about 87%) for images containing as many as five substantially distorted overlapping patterns.

Rangachari Anand, Kishan Mehrotra, Chilukuri K. Mohan, and Sanjay Ranka. 1991. Analyzing Images Containing Multiple Sparse Patterns with Neural Networks. In Proceedings of the Twelfth International Joint Conference on Artificial Intelligence, IJCAI-91. IJCAI, 838–842. https://ijcai.org/proceedings/1991/123

@inproceedings{ijcai1991p123,
  title     = {Analyzing Images Containing Multiple Sparse Patterns with Neural Networks},
  author    = {Anand, Rangachari and Mehrotra, Kishan and Mohan, Chilukuri K. and Ranka, Sanjay},
  booktitle = {Proceedings of the Twelfth International Joint Conference on
               Artificial Intelligence, {IJCAI-91}},
  publisher = {International Joint Conferences on Artificial Intelligence},
  editor    = {John Mylopoulos and Ray Reiter},
  pages     = {838--842},
  year      = {1991},
  month     = {8},
  note      = {Learning Be Knowledge Acquisition},
  url       = {https://ijcai.org/proceedings/1991/123},
}

TY  - CPAPER
TI  - Analyzing Images Containing Multiple Sparse Patterns with Neural Networks
AU  - Anand, Rangachari
AU  - Mehrotra, Kishan
AU  - Mohan, Chilukuri K.
AU  - Ranka, Sanjay
T2  - Proceedings of the Twelfth International Joint Conference on Artificial Intelligence, IJCAI-91
PB  - International Joint Conferences on Artificial Intelligence
PY  - 1991
SP  - 838
EP  - 842
UR  - https://ijcai.org/proceedings/1991/123
ER  -