def test_conjugate_grad_descent():
im=io.imread('data/pru.png')
kernel=a8.gauss2D(1)
im_blur=a8.convolve3(im, kernel)
io.imwrite(im_blur, 'pru_blur.png')
im_sharp=a8.deconvCG(im_blur, kernel);
io.imwrite(im_sharp, 'pru_sharp_CG.png')
def test_conjugate_grad_descent():
im=io.imread('data/pru.png')
kernel=a8.gauss2D(1)
im_blur=a8.convolve3(im, kernel)
io.imwrite(im_blur, 'pru_blur.png')
im_sharp=a8.deconvCG(im_blur, kernel);
io.imwrite(im_sharp, 'pru_sharp_CG.png')
def test_real_psf25():
im=io.imread('data/pru.png')
f=open('psf', 'r')
psf=[map(float, line.split(',')) for line in f ]
kernel=np.array(psf)
im_blur=a8.convolve3(im, kernel)
#kernel=kernel[::-1, ::-1]
io.imwrite(im_blur, 'pru_blur_real25.png')
io.imwriteGrey(kernel/np.max(kernel), 'psf25.png')
im_sharp=a8.deconvCG(im_blur, kernel, 25);
io.imwrite(im_sharp, 'pru_sharp_CG_real25.png')
def test_real_psf():
im=io.imread('data/pru.png')
f=open('psf', 'r')
psf=[map(float, line.split(',')) for line in f ]
kernel=np.array(psf)
im_blur=a8.convolve3(im, kernel)
#kernel=kernel[::-1, ::-1]
io.imwrite(im_blur, 'pru_blur_real.png')
io.imwriteGrey(kernel/np.max(kernel), 'psf.png')
im_sharp=a8.deconvCG(im_blur, kernel, 20);
io.imwrite(im_sharp, 'pru_sharp_CG_real.png')
def test_conjugate_grad_descent_reg():
im=io.imread('data/pru.png')
kernel=a8.gauss2D(1)
im_blur=a8.convolve3(im, kernel)
noise=np.random.random(im_blur.shape)-0.5
im_blur_noisy=im_blur+0.05*noise
io.imwrite(im_blur_noisy, 'pru_blur_noise.png')
im_sharp=a8.deconvCG_reg(im_blur_noisy, kernel);
im_sharp_wo_reg=a8.deconvCG(im_blur_noisy, kernel);
io.imwrite(im_sharp, 'pru_sharp_CG_reg.png')
io.imwrite(im_sharp_wo_reg, 'pru_sharp_CG_wo_reg.png')
def test_conjugate_grad_descent_reg():
im=io.imread('data/pru.png')
kernel=a8.gauss2D(1)
im_blur=a8.convolve3(im, kernel)
noise=np.random.random(im_blur.shape)-0.5
im_blur_noisy=im_blur+0.05*noise
io.imwrite(im_blur_noisy, 'pru_blur_noise.png')
im_sharp=a8.deconvCG_reg(im_blur_noisy, kernel);
im_sharp_wo_reg=a8.deconvCG(im_blur_noisy, kernel);
io.imwrite(im_sharp, 'pru_sharp_CG_reg.png')
io.imwrite(im_sharp_wo_reg, 'pru_sharp_CG_wo_reg.png')