Literature DB >> 34873356

Self-fusion for OCT noise reduction.

Ipek Oguz1, Joseph D Malone1, Yigit Atay1, Yuankai K Tao1.   

Abstract

Reducing speckle noise is an important task for improving visual and automated assessment of retinal OCT images. Traditional image/signal processing methods only offer moderate speckle reduction; deep learning methods can be more effective but require substantial training data, which may not be readily available. We present a novel self-fusion method that offers effective speckle reduction comparable to deep learning methods, but without any external training data. We present qualitative and quantitative results in a variety of datasets from fovea and optic nerve head regions, with varying SNR values for input images.

Entities:  

Year:  2020        PMID: 34873356      PMCID: PMC8643350          DOI: 10.1117/12.2549472

Source DB:  PubMed          Journal:  Proc SPIE Int Soc Opt Eng        ISSN: 0277-786X


  26 in total

1.  A versatile wavelet domain noise filtration technique for medical imaging.

Authors:  Aleksandra Pizurica; Wilfried Philips; Ignace Lemahieu; Marc Acheroy
Journal:  IEEE Trans Med Imaging       Date:  2003-03       Impact factor: 10.048

2.  Speckle reduction in optical coherence tomography images by use of a spatially adaptive wavelet filter.

Authors:  Desmond C Adler; Tony H Ko; James G Fujimoto
Journal:  Opt Lett       Date:  2004-12-15       Impact factor: 3.776

3.  Speckle reducing anisotropic diffusion.

Authors:  Yongjian Yu; Scott T Acton
Journal:  IEEE Trans Image Process       Date:  2002       Impact factor: 10.856

4.  Wavelet-based SAR image despeckling and information extraction, using particle filter.

Authors:  Dusan Gleich; Mihai Datcu
Journal:  IEEE Trans Image Process       Date:  2009-05-26       Impact factor: 10.856

5.  Retinal optical coherence tomography image enhancement via deep learning.

Authors:  Kerry J Halupka; Bhavna J Antony; Matthew H Lee; Katie A Lucy; Ravneet S Rai; Hiroshi Ishikawa; Gadi Wollstein; Joel S Schuman; Rahil Garnavi
Journal:  Biomed Opt Express       Date:  2018-11-13       Impact factor: 3.732

6.  Simultaneous denoising and super-resolution of optical coherence tomography images based on generative adversarial network.

Authors:  Yongqiang Huang; Zexin Lu; Zhimin Shao; Maosong Ran; Jiliu Zhou; Leyuan Fang; Yi Zhang
Journal:  Opt Express       Date:  2019-04-29       Impact factor: 3.894

7.  Speckle noise reduction in optical coherence tomography images based on edge-sensitive cGAN.

Authors:  Yuhui Ma; Xinjian Chen; Weifang Zhu; Xuena Cheng; Dehui Xiang; Fei Shi
Journal:  Biomed Opt Express       Date:  2018-10-02       Impact factor: 3.732

8.  Real-time speckle reduction in optical coherence tomography using the dual window method.

Authors:  Yang Zhao; Kengyeh K Chu; Will J Eldridge; Evan T Jelly; Michael Crose; Adam Wax
Journal:  Biomed Opt Express       Date:  2018-01-16       Impact factor: 3.732

Review 9.  Multi-atlas segmentation of biomedical images: A survey.

Authors:  Juan Eugenio Iglesias; Mert R Sabuncu
Journal:  Med Image Anal       Date:  2015-07-06       Impact factor: 8.545

10.  Joint Intensity Fusion Image Synthesis Applied to Multiple Sclerosis Lesion Segmentation.

Authors:  Greg M Fleishman; Alessandra Valcarcel; Dzung L Pham; Snehashis Roy; Peter A Calabresi; Paul Yushkevich; Russell T Shinohara; Ipek Oguz
Journal:  Brainlesion       Date:  2018-02-17
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  3 in total

1.  Real-time OCT image denoising using a self-fusion neural network.

Authors:  Jose J Rico-Jimenez; Dewei Hu; Eric M Tang; Ipek Oguz; Yuankai K Tao
Journal:  Biomed Opt Express       Date:  2022-02-14       Impact factor: 3.732

2.  Retinal OCT Denoising with Pseudo-Multimodal Fusion Network.

Authors:  Dewei Hu; Joseph D Malone; Yigit Atay; Yuankai K Tao; Ipek Oguz
Journal:  Ophthalmic Med Image Anal (2020)       Date:  2020-11-20

3.  LIFE: A Generalizable Autodidactic Pipeline for 3D OCT-A Vessel Segmentation.

Authors:  Dewei Hu; Can Cui; Hao Li; Kathleen E Larson; Yuankai K Tao; Ipek Oguz
Journal:  Med Image Comput Comput Assist Interv       Date:  2021-09-21
  3 in total

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