Evidence map›Paper›PMID 41315524›Full record

ArticleScientific data2025

Hyperspectral data set of stone cultural relics in high-precision machine vision scene.

Haiqing Yang, Lixin Peng, Gang Zhao, Xingyue Li, Chiwei Chen, Shide Liu

Abstract read
In one paragraph

Article in Scientific data, 2025. 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

6 authors.

Haiqing YangSchool of Civil Engineering, Chongqing University, Chongqing, 400045, China.
Lixin PengSchool of Civil Engineering, Chongqing University, Chongqing, 400045, China. penglx001@stu.cqu.edu.cn.ORCID http://orcid.org/0009-0003-1883-9357
Gang ZhaoAcademy of Dazu Rock Carvings, Chongqing, 402360, China.
Xingyue LiSchool of Civil Engineering, Chongqing University, Chongqing, 400045, China.
Chiwei ChenSchool of Civil Engineering, Chongqing University, Chongqing, 400045, China.ORCID http://orcid.org/0000-0003-0427-1898
Shide LiuSchool of Civil Engineering, Chongqing University, Chongqing, 400045, China.

Funding

National Natural Science Foundation of China (National Science Foundation of China) 52179096
6 · The paper itself

Abstract

In the contemporary era, which is characterized by its emphasis on intelligence and technological advancement, the rapid evolution of machine vision technology has significantly enhanced the efficiency of artificial systems and yielded noteworthy achievements across numerous domains. Nevertheless, in certain specialized fields, such as the high-precision identification of the deterioration modes of stone cultural relics, the limitations of this technology persist. The primary rationale for this limitation is the lack of multi-dimensional and high-precision data support. In response, our team has collaboratively developed hyperspectral acquisition equipment with professional manufacturers and successfully established the world's first hyperspectral dataset of stone cultural relics (HD-SC-1). This dataset encompasses 28,193 hyperspectral layers from China's Dazu Rock Carvings. The spectral range of the dataset spans from 400 to 1000 nm, with an image resolution of 2048 × 2046 pixels. The dataset expands the scope of data on stone cultural relic deterioration and enriches the data resources for the protection of stone cultural relics, thereby revitalizing the conservation and restoration of world cultural heritage.

Identifiers

PMID41315524
PMCPMC12663539

What OpenQuestion holds

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Registered trials

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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 OpenQuestion graph.