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  Indian J Med Microbiol
 

Figure 10: The overall scheme of our novel technique which consists of the integration of a scale invariant feature transform-based method and a deep learning module with transfer learning: input (mammogram image); histogram specifications (logistic function and nonparametric kernel-smoothing distribution); scale invariant feature transform-Based method which extract keypoints on candidate suspicious regions; PyramidNet fine-tuned over mammogram images (specified with the same histogram specification as in scale invariant feature transform-based method); Mechanism of voting using Softmax function

Figure 10: The overall scheme of our novel technique which consists of the integration of a scale invariant feature transform-based method and a deep learning module with transfer learning: input (mammogram image); histogram specifications (logistic function and nonparametric kernel-smoothing distribution); scale invariant feature transform-Based method which extract keypoints on candidate suspicious regions; PyramidNet fine-tuned over mammogram images (specified with the same histogram specification as in scale invariant feature transform-based method); Mechanism of voting using Softmax function