Evidence map›Paper›PMID 42609925›Full record

ArticleBiomedical optics express2026

Fast full-color pathological imaging via an optimized illumination pattern with color transfer in Fourier ptychographic microscopy (OIP-CTFPM).

Xingnan Zhang, Xuanzhi Luo, Hao Wu, Yang Cheng, Runbo Jiang, Zhensheng Zhong, Shu Fang, Miaomiao Yang, Jiong Wang, Jinhua Zhou

Abstract read
In one paragraph

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

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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

Xingnan ZhangSchool of Biomedical Engineering, Anhui Medical University, Hefei 230032, China.
Xuanzhi LuoDepartment of Geriatric Respiratory and Critical Care, The First Affiliated Hospital of Anhui Medical University, Hefei 230022, China.
Hao WuSchool of Biomedical Engineering, Anhui Medical University, Hefei 230032, China.
Yang ChengSchool of Biomedical Engineering, Anhui Medical University, Hefei 230032, China.
Runbo JiangSchool of Biomedical Engineering, Anhui Medical University, Hefei 230032, China.
Zhensheng ZhongSchool of Biomedical Engineering, Anhui Medical University, Hefei 230032, China.ORCID https://orcid.org/0000-0002-4017-4211
Shu FangSchool of Biomedical Engineering, Anhui Medical University, Hefei 230032, China.
Miaomiao YangPathology Center, the First Affiliated Hospital of Anhui Medical University, Hefei 230030, China.
Jiong WangDepartment of Geriatric Respiratory and Critical Care, The First Affiliated Hospital of Anhui Medical University, Hefei 230022, China.
Jinhua ZhouSchool of Biomedical Engineering, Anhui Medical University, Hefei 230032, China.ORCID https://orcid.org/0000-0002-3704-4459

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Whole slide imaging (WSI) has become the core of digital pathology, yet its inherent drawbacks, such as stitching artifacts and high costs, have motivated the pursuit of stitching-free and cost-effective imaging solutions. Fourier ptychographic microscopy (FPM) represents a promising stitching-free technology for next-generation digital pathology. Traditional full-color high-resolution (HR) imaging needs to synthesize the independent reconstruction of HR images from three channels (red, green, and blue), which leads to excessively long overall processing time. To reduce imaging time, this study proposes sparse illumination patterns combined with color transfer to accelerate full-color HR images without significantly compromising image quality. According to theoretical simulations of wavelet-transform FPM, two kinds of sparse illumination patterns (45-LED pattern and 57-LED pattern 1) demonstrate better performances than the other five kinds of illumination patterns in the metrics of PSNR and SSIM. In the resolution validation of the phase plate, the 57-LED pattern 1 outperforms the other patterns, which have the same resolution (435 nm) as the full sampling pattern under a 4X objective with NA 0.1. Based on the 57-LED pattern 1 combined with color transfer, the overall scheme saves four-fifths of the imaging time while maintaining a resolution comparable to the ground truth (full sampling). This method can be applied in the WSI of the pathological slide of lung cancer for cancer diagnosis. The joint approach of sparse illumination and color transfer effectively reduces imaging time and yields favorable performance of whole slide pathological imaging.

Identifiers

PMID42609925
PMCPMC13481077

What Socratic holds

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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 Socratic graph.