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TVL1_HCS_v1
TVL1重建从混合压缩采样,rice大学泊松分布图像重建与全变分正规化的代码(Note:
(1)Fore small-scale data, hybrid sampling consists of Bernoulli random sampling and low-resolution sampling (TVL1_HCS)
(1)Fore large-scale data, hybrid sampling consists of Fourier radial sampling and low-frequency sampling (TV_RecPF)
Copyright (C) 2010 Xianbiao Shu, Computer Vision and Robotics Lab, University of Illinois at Urbana-Champaign.
Acknowledgement: RecPF (Rice University)
PDCO (Stanford University)
Twister (MIT)
Reference:
X. Shu, N. Ahuja,
Hybrid Compressive Sampling via a New Total Variation TVL1,
In Proceedings of ECCV 2010.
Usage:
>> run_me_first
>>[Im_rec, PSNR_est1,PSNR_est2] = TVL1L2_HCS_test( Ball1_32.bmp , 0.35,3)
>>[Im_rec, PSNR_est1,PSNR_est2] = TVL1L2_HCS_test( Ball1_32.bmp , 0.35,3)
>>[Im_rec, PSNR1, PSNR2, G_error, Ratio] = TV_RecPF_test( Chest.png , 5, 10, 0, 1e-10, 0) )
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3. 按照式计算归一化矩阵
4. 按照式计算归一化拉普拉斯图矩阵L
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6. 归一化X形成矩阵Y
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4. normalized formula Laplasse matrix L according to formula.
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6. normalized X formation matrix Y
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