addNoise.py 文件源码

def addNoise(img, snr=25, rShot=0.5):
    '''
    adds Gaussian (thermal) and shot noise to [img]

    [img] is assumed to be noise free

    [rShot] - shot noise ratio relative to all noise 
    '''
    s0, s1 = img.shape[:2]

    m = img.mean()
    if np.isnan(m):
        m = np.nanmean(img)
    assert m != 0, 'image mean cannot be zero'

    img = img / m
    noise = np.random.normal(size=s0 * s1).reshape(s0, s1)
    if rShot > 0:
        noise *= (rShot * img**0.5 + 1)
    noise /= np.nanstd(noise)
    noise[np.isnan(noise)] = 0
    return m * (img + noise / snr)