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Experimental validation of a backpropagation algorithm for three-dimensional breast tumor localization

机译:反向传播算法在三维乳腺肿瘤定位中的实验验证

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To validate a new backpropagation algorithm for three-dimensional (3-D) tumor localization in breast tissue with a two-dimensional measurement, we performed experiments on breast phantoms using a heterodyne, frequency-domain photon migration system. The near-infrared (680 or 780 nm) laser diode used to provide illumination was intensity modulated at both megahertz (20-60 MHz) and kilohertz (10 kHz) frequencies. The breast phantoms were made of plastic resin with a variety of simulated tumors imbedded inside and then scanned with the system in a planar geometry. With megahertz modulation signals, both of the amplitude and phase of the transmitted light were used in the data reduction process, whereas with kilohertz modulation signals only the amplitudes were used for the reconstruction. In both cases, the backpropagation reconstruction algorithm was used to accomplish 3-D localization of the imbedded tumors. In all cases, the reconstructed locations for the hidden objects are in good agreement with the true values. Our current work demonstrates the possibility and potential of developing low-cost optical tomographic instruments.
机译:为了验证二维测量乳房组织中三维(3-D)肿瘤的新反向传播算法,我们使用外差式频域光子迁移系统对乳房幻像进行了实验。用于提供照明的近红外(680或780 nm)激光二极管在兆赫兹(20-60 MHz)和千赫兹(10 kHz)频率下进行强度调制。乳房模型由塑料树脂制成,内部嵌入各种模拟肿瘤,然后用该系统以平面几何形状进行扫描。对于兆赫兹调制信号,透射光的振幅和相位都用于数据缩减过程,而对于千赫兹调制信号,仅振幅用于重构。在这两种情况下,都使用反向传播重建算法来完成嵌入肿瘤的3-D定位。在所有情况下,隐藏对象的重建位置都与真实值非常一致。我们当前的工作证明了开发低成本光学层析成像仪器的可能性和潜力。

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