Evidence map›Paper›PMID 41741547›Full record

ArticleScientific reports2026

Real-time wavelet threshold denoising for laser speckle blood flow imaging.

Lei Zhang, Chen Yang, Dongming Liu, Xiang Gao, Ze Li, Xiaodong Wang, Zhaoyang Zuo, Zhen'an He

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Lei Zhang *School of Mechanical Engineering, Xijing University, Xi'an, China.
Chen Yang *Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an, China.
Dongming LiuShaanxi Medical Device Quality Inspection Institute, Xi'an, China.
Xiang GaoSchool of Mechanical Engineering, Xijing University, Xi'an, China.
Ze LiSchool of Mechanical Engineering, Xijing University, Xi'an, China.
Xiaodong WangShaanxi Medical Device Quality Inspection Institute, Xi'an, China. 278618447@qq.com.
Zhaoyang ZuoSchool of Mechanical Engineering, Xijing University, Xi'an, China. zuozhaoyang2002@163.com.
Zhen'an HeXi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an, China. md_voice@163.com.

Funding

Key Industrial Chain Technology Research Project of Xi'an City No. 2025JH-ZDLYB-0009Key Research and Development Program of Shaanxi Province No. 2024SF-YBXM-436Qin Chuang Yuan "Scientist + Engineer" Teams of Shaanxi Province No. 2025QCY-KXJ-179the Key Core Technology Research Project of Shaanxi Province No. 2024SF2-GJHX-25Xi'an Science and Technology Plan Project No. 23ZDCYJSGG0026-2023
6 · The paper itself

Abstract

We present a real-time denoising method for laser speckle contrast imaging (LSCI) that combines a logarithmic homomorphic transform with wavelet decomposition and adaptive thresholding. Experimental results on flow phantoms demonstrate improved linearity between the blood-flow index (BFI) and true velocity, while in vivo data show superior performance in enhancing image quality (higher Peak Signal-to-Noise Ratio/Mean Structural Similarity Index) and stabilizing BFI estimates, as well as reduced noise fluctuations compared to temporal-contrast, non-local means, Block-Matching and 3D Filtering, and variational mode decomposition. The method effectively suppresses high-frequency noise while preserving microvascular details, achieving higher PSNR/MSSIM and lower Root Mean Square Error. It processes a 4 K frame in 50 milliseconds with GPU acceleration, meeting real-time requirements. With fixed hyperparameters and adaptive thresholding, the method avoids the need for scene-specific tuning, offering robustness across varying noise levels and imaging conditions, making it a promising candidate for clinical LSCI applications.

Indexed as

Birgé–Massart criterionHomomorphic transformationLaser speckle contrast imagingReal-time processingSpeckle noise reductionWavelet threshold denoising

Identifiers

PMID41741547
PMCPMC13031549

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.