• Conf Proc IEEE Eng Med Biol Soc · Aug 2016

    Extraction of medically interpretable features for classification of malignancy in breast thermography.

    • Himanshu Madhu, Siva Teja Kakileti, Krithika Venkataramani, and Susmija Jabbireddy.
    • Conf Proc IEEE Eng Med Biol Soc. 2016 Aug 1; 2016: 1062-1065.

    AbstractThermography, with high-resolution cameras, is being re-investigated as a possible breast cancer screening imaging modality, as it does not have the harmful radiation effects of mammography. This paper focuses on automatic extraction of medically interpretable non-vascular thermal features. We design these features to differentiate malignancy from different non-malignancy conditions, including hormone sensitive tissues and certain benign conditions, which have an increased thermal response. These features increase the specificity for breast cancer screening, which had been a long known problem in thermographic screening, while retaining high sensitivity. These features are also agnostic to different cameras and resolutions (up to an extent). On a dataset of around 78 subjects with cancer and 187 subjects without cancer, that have some benign diseases and conditions with thermal responses, we are able to get around 99% specificity while having 100% sensitivity. This indicates a potential break-through in thermographic screening for breast cancer. This shows promise for undertaking a comparison to mammography with larger numbers of subjects with more data variations.

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