Breast cancer detection using MRF-based probable texture feature and decision-level fusion-based classification using HMM on thermography images

@article{Rastghalam2016BreastCD,
  title={Breast cancer detection using MRF-based probable texture feature and decision-level fusion-based classification using HMM on thermography images},
  author={Rozita Rastghalam and Hossein Pourghassem},
  journal={Pattern Recognition},
  year={2016},
  volume={51},
  pages={176-186}
}
Breast cancer is one of the major causes of death for women in the last decade. Thermography is a breast imaging technique that can detect cancerous masses much faster than the conventional mammography technology. In this paper, a breast cancer detection algorithm based on asymmetric analysis as primitive decision and decision-level fusion by using Hidden Markov Model (HMM) is 2 proposed. In this decision structure, by using primitive decisions obtained from extracted features from left and… CONTINUE READING

Results and Topics from this paper.

Key Quantitative Results

  • Ultimately, our proposed breast cancer detection algorithm is evaluated on a variety dataset of thermography images and false negative rate of 8.3% and false positive rate of 5% are obtained on test image dataset.

Citations

Publications citing this paper.
SHOWING 1-10 OF 12 CITATIONS

Hyphae Detection in Fungal Keratitis Images With Adaptive Robust Binary Pattern

  • IEEE Access
  • 2018
VIEW 3 EXCERPTS
CITES METHODS
HIGHLY INFLUENCED

Automatic Breast Cancer Detection Using Digital Thermal Images

  • 2018 9th Cairo International Biomedical Engineering Conference (CIBEC)
  • 2018
VIEW 1 EXCERPT
CITES METHODS

References

Publications referenced by this paper.
SHOWING 1-10 OF 39 REFERENCES

Detection of the Breast Cancer from Thermal Infrared Images based on Statistical Characteristics

O. D. Nurhayati, A. Susanto, T. Sri Widodo
  • International Journal of Science Engineering and Technology, Vol. 2, No. 2, pp. 65- 69, 2009.
  • 2009
VIEW 6 EXCERPTS
HIGHLY INFLUENTIAL

Object Classification via Feature Fusion Based Marginalized Kernels

  • IEEE Geoscience and Remote Sensing Letters
  • 2015
VIEW 1 EXCERPT

Breast cancer detection using spectral probable feature on thermography images

  • 2013 8th Iranian Conference on Machine Vision and Image Processing (MVIP)
  • 2013
VIEW 2 EXCERPTS

Mental Task Classification Based on HMM and BPNN

  • 2013 International Conference on Communication Systems and Network Technologies
  • 2013
VIEW 1 EXCERPT

Similar Papers

Loading similar papers…