Evidence map›Paper›PMID 42118145›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Hadamard Matrix Slicing Single-Pixel Imaging: Establishing a Linear-Array-Inspired Paradigm for N-fold Acceleration Single-Pixel Imaging.

Xiaoxue Li, Jieting Hou, Qizheng Zhao, Yiqi Jia, Xiang Zhong, Mengchao Ma, Huaxia Deng, Xinglong Gong, Ziwei Wang

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 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

9 authors.

Xiaoxue LiAnhui Province Key Laboratory of Measuring Theory and Precision Instrument, School of Instrument Science and Opto-Electronics Engineering, Hefei University of Technology, Hefei, Anhui, P. R. China.
Jieting HouAnhui Province Key Laboratory of Measuring Theory and Precision Instrument, School of Instrument Science and Opto-Electronics Engineering, Hefei University of Technology, Hefei, Anhui, P. R. China.
Qizheng ZhaoAnhui Province Key Laboratory of Measuring Theory and Precision Instrument, School of Instrument Science and Opto-Electronics Engineering, Hefei University of Technology, Hefei, Anhui, P. R. China.
Yiqi JiaCAS Key Laboratory of Mechanical Behavior and Design of Materials, Department of Modern Mechanics, University of Science and Technology of China, Hefei, Anhui, P. R. China.
Xiang ZhongAnhui Province Key Laboratory of Measuring Theory and Precision Instrument, School of Instrument Science and Opto-Electronics Engineering, Hefei University of Technology, Hefei, Anhui, P. R. China.
Mengchao MaAnhui Province Key Laboratory of Measuring Theory and Precision Instrument, School of Instrument Science and Opto-Electronics Engineering, Hefei University of Technology, Hefei, Anhui, P. R. China.ORCID https://orcid.org/0000-0001-9682-7499
Huaxia DengCAS Key Laboratory of Mechanical Behavior and Design of Materials, Department of Modern Mechanics, University of Science and Technology of China, Hefei, Anhui, P. R. China.ORCID https://orcid.org/0000-0002-6529-6071
Xinglong GongCAS Key Laboratory of Mechanical Behavior and Design of Materials, Department of Modern Mechanics, University of Science and Technology of China, Hefei, Anhui, P. R. China.ORCID https://orcid.org/0000-0001-6997-9526
Ziwei WangSchool of Engineering, Lancaster University, Lancaster, UK.

Funding

CAS Talent Introduction Program KY2090000077EPSRC EP/Y010523/1European Commission 101070666National Natural Science Foundation of China 12372187National Natural Science Foundation of China 12427802National Natural Science Foundation of China 52275529Royal Society IES/R2/232291UK-RAS Network+
6 · The paper itself

Abstract

Linear array detectors dominate fields like industrial inspection owing to their efficient push-broom scanning modes. However, Single-Pixel Imaging (SPI) remains constrained by global 2D modulation, where the requisite pattern count scales quadratically with resolution. This imposes severe bottlenecks on data throughput and modulation duration. To overcome these limitations, Hadamard Matrix Slicing Single-Pixel Imaging (HMS-SPI) is proposed, which establishes an efficient 1D imaging paradigm analogous to linear array sensors. By mathematically slicing the traditional 2D Hadamard matrix into 1D encoding vectors, HMS-SPI reduces the measurement patterns required for an

Indexed as

hadamard matrix slicinglinear array scanningsingle‐pixel imaging

Identifiers

PMID42118145
PMCPMC13335940

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.