cleaners.py 文件源码

python
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项目:algorithm-reference-library 作者: SKA-ScienceDataProcessor 项目源码 文件源码
def find_max_abs_stack(stack, windowstack, couplingmatrix):
    """Find the location and value of the absolute maximum in this stack
    :param stack: stack to be searched
    :param windowstack: Window for the search
    :param couplingmatrix: Coupling matrix between difference scales
    :return: x, y, scale

    """
    pabsmax = 0.0
    pscale = 0
    px = 0
    py = 0
    nscales = stack.shape[0]
    assert nscales > 0
    pshape = [stack.shape[1], stack.shape[2]]
    for iscale in range(nscales):
        if windowstack is not None:
            resid = stack[iscale, :, :] * windowstack[iscale, :, :] / couplingmatrix[iscale, iscale]
        else:
            resid = stack[iscale, :, :] / couplingmatrix[iscale, iscale]

        # Find the peak in the scaled residual image
        mx, my = numpy.unravel_index(numpy.abs(resid).argmax(), pshape)

        # Is this the peak over all scales?
        thisabsmax = numpy.abs(resid[mx, my])
        if thisabsmax > pabsmax:
            px = mx
            py = my
            pscale = iscale
            pabsmax = thisabsmax

    return px, py, pscale
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