def plot_all_components(components_img, **kwargs):
    """ Plot the components IC spatial maps in only one brain. """
    from nilearn.plotting import plot_prob_atlas
    from matplotlib import pyplot as plt
    fig = plt.figure(facecolor='white')
    p = plot_prob_atlas(components_img, figure=fig, draw_cross=False, **kwargs)
    p.close()
    return fig
