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Contrast Enhancement Mammograms using Denoising in Wavelet Coefficients

机译:使用小波系数的去噪增强乳房X线图

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Contrast enhancement in x-ray mammograms is important in improvement of radiologists' reading and interpretation. In many cases, it is difficult to discern signs of breast cancer because mammograms are low contrast and very noisy. This paper proposes improved contrast enhancement method in mammograms using denoising in wavelet coefficients. First, mammograms are decomposed by wavelet transform. Second, the ratio between approximate subband and detail subband as signal-to-noise ratio is computed. Finally, detail subbands which have the ratio lower than the criteria are boosted to improve mammograms contrast while detail subbands having the ratio higher than the criteria are set to zero for noise suppression in the same time. Contrast measure and peak-signal-to-noise ratio are used to evaluate the performance of the proposed method. The experimental results show higher contrast 17.05% than the conventional method while a bit different in peak-signal-to-noise ratio.
机译:X射线乳房X线图中的对比度增强对于改善放射科学家的阅读和解释是重要的。在许多情况下,难以辨别乳腺癌的迹象,因为乳房X光检查是低对比度和非常嘈杂的。本文提出了使用小波系数的去噪提高了乳房X光检查的对比度增强方法。首先,乳房X线照片通过小波变换分解。其次,计算近似子带和细节子带之间的比率作为信噪比。最后,将具有低于标准的比率的细节子带被提升以改善乳房X线照片对比度,而具有高于标准的比率的细节子带被设置为零用于同时噪声抑制。对比度测量和峰值信噪比用于评估所提出的方法的性能。实验结果显示比传统方法更高的对比度17.05%,而峰值信噪比的比特不同。

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