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Published on: May 26, 2023
Efficient OCT Image Enhancement Based on Collaborative Shock Filtering
Guohua Liu1, Ziyu Wang2, Guoying Mu3
1Department of Ophthalmology, Qilu Children's Hospital of Shandong University, Jinan 250022, China.
Abstract:
Efficient enhancement of noisy optical coherence tomography (OCT) images is a key task for interpreting them correctly. In this paper, to better enhance details and layered structures of a human retina image, we propose a collaborative shock filtering for OCT image denoising and enhancement. Noisy OCT image is first denoised by a collaborative filtering method with new similarity measure, and then the denoised image is sharpened by a shock-type filtering for edge and detail enhancement. For dim OCT images, in order to improve image contrast for the detection of tiny lesions, a gamma transformation is first used to enhance the images within proper gray levels. The proposed method integrating image smoothing and sharpening simultaneously obtains better visual results in experiments.
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