An iterative regularization model based on dual norms for biomedical image denoising

Author(s):  
Guannan Chen ◽  
Hengyang Hu ◽  
Rong Chen ◽  
Zhongjian Teng ◽  
DanEr Xu
2012 ◽  
Vol 182-183 ◽  
pp. 1245-1249
Author(s):  
Guan Nan Chen ◽  
Dan Er Xu ◽  
Rong Chen ◽  
Zu Fang Huang ◽  
Zhong Jian Teng

Image denoising algorithm based on gradient dependent energy functional often compromised the image features like textures or certain details. This paper proposes an iterative regularization model based on Dual Norms for image denoising. By using iterative regularization model, the oscillating patterns of texture and detail are added back to fit and compute the original Dual Norms model, and the iterative behavior avoids overfull smoothing while denoising the features of textures and details to a certain extent. In addition, the iterative procedure is proposed in this paper, and the proposed algorithm also be proved the convergence property. Experimental results show that the proposed method can achieve a batter result in preserving not only the features of textures for image denoising but also the details for image.


2011 ◽  
Vol 277 ◽  
pp. 012005
Author(s):  
Chen Guan-nan ◽  
Chen Rong ◽  
Huang Zu-fang ◽  
Lin Ju-qiang ◽  
Feng Shang-yuan ◽  
...  

Author(s):  
Bekhzod Olimov ◽  
Karshiev Sanjar ◽  
Sadia Din ◽  
Awaise Ahmad ◽  
Anand Paul ◽  
...  

2018 ◽  
Vol 2018 ◽  
pp. 1-12 ◽  
Author(s):  
Yan Jin ◽  
Wenyu Jiang ◽  
Jianlong Shao ◽  
Jin Lu

The nonlocal means filter plays an important role in image denoising. We propose in this paper an image denoising model which is a suitable improvement of the nonlocal means filter. We compare this model with the nonlocal means filter, both theoretically and experimentally. Experiment results show that this new model provides good results for image denoising. Particularly, it is better than the nonlocal means filter when we consider the denoising for natural images with high textures.


2009 ◽  
Vol 36 (10) ◽  
pp. 2548-2551
Author(s):  
陈冠楠 Chen Guannan ◽  
陈荣 Chen Rong ◽  
林居强 Lin Juqiang ◽  
黄祖芳 Huang Zufang ◽  
冯尚源 Feng Shangyuan ◽  
...  

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