Heritage Science最新文献

A Crowdsourcing-Based Digital Storytelling Platform for Preserving Intangible Cultural Heritage: A Case Study of Southern Thai Textiles 基于众包的非物质文化遗产保护数字叙事平台：以泰国南部纺织品为例

1区艺术学

Heritage Science Pub Date : 2026-04-24 DOI: 10.3390/heritage9050160

Supaporn Chai-Arayalert, Supattra Puttinaovarat, Wanida Saetang

{"title":"A Crowdsourcing-Based Digital Storytelling Platform for Preserving Intangible Cultural Heritage: A Case Study of Southern Thai Textiles","authors":"Supaporn Chai-Arayalert, Supattra Puttinaovarat, Wanida Saetang","doi":"10.3390/heritage9050160","DOIUrl":"https://doi.org/10.3390/heritage9050160","url":null,"abstract":"The preservation of tacit knowledge embedded in Southern Thai textiles remains a significant challenge because much of this knowledge is dispersed across private households and is inadequately supported by conventional object-centered documentation systems. This study developed a crowdsourcing-based digital storytelling platform that enabled communities to document, organize, and disseminate knowledge related to Southern Thai textile heritage. The platform integrated community participation, structured narrative authoring, and knowledge organization within a socio-technical system designed for cultural heritage documentation. To guide its development, the study proposed the Crowdsourced-Storytelling Intangible Cultural Heritage Framework (CS-ICH Framework) and operationalizes it through requirements analysis, iterative prototyping, and empirical user evaluation. The evaluation results indicated high levels of user satisfaction and positive user perceptions regarding knowledge accessibility, content organization, and the platform’s support for heritage preservation. These findings suggested that participatory digital platforms can effectively facilitate the documentation and dissemination of locally embedded cultural knowledge that is difficult to capture through conventional institutional systems. This study contributed to digital heritage research by providing a potentially transferable framework and design principles for integrating crowdsourcing and digital storytelling within platforms designed to preserve and transmit intangible and community-held cultural heritage.","PeriodicalId":13109,"journal":{"name":"Heritage Science","volume":"9 5","pages":"160-160"},"PeriodicalIF":0.0,"publicationDate":"2026-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.mdpi.com/2571-9408/9/5/160/pdf?version=1777028355","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147908424","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"艺术学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Semantic Collaborative Environment for Extended Digital Natural Heritage: Integrating Data, Metadata, and Paradata 扩展数字自然遗产的语义协作环境：集成数据、元数据和Paradata

1区艺术学

Heritage Science Pub Date : 2025-12-04 DOI: 10.3390/heritage8120507

Yeeun Lee, Songie Seol, Jungwoo Oh, Jongwook Lee

{"title":"Semantic Collaborative Environment for Extended Digital Natural Heritage: Integrating Data, Metadata, and Paradata","authors":"Yeeun Lee, Songie Seol, Jungwoo Oh, Jongwook Lee","doi":"10.3390/heritage8120507","DOIUrl":"https://doi.org/10.3390/heritage8120507","url":null,"abstract":"Natural heritage digitization has evolved beyond simple 3D representation. Contemporary approaches require transparent documentation integrating biological, heritage, and digitization standards, yet existing frameworks operate in isolated domains without semantic interoperability. Current digitization frameworks fail to integrate biological standards (Darwin Core, ABCD), heritage standards (CIDOC-CRM), and digitization standards (CRMdig, PROV-O) into a unified semantic architecture, limiting transparent documentation of natural heritage data across its entire lifecycle—from physical observation through digital reconstruction to knowledge reasoning. This study proposes an integrated semantic framework comprising three components: (1) the E-DNH ontology, which adopts a triple-layer architecture (data–metadata–paradata) and a triple-module structure (nature–heritage–digital), bridging Darwin Core, CIDOC-CRM, CRMdig, and PROV-O; (2) the HR3D workflow, which establishes a standardized high-precision 3D data acquisition protocol that systematically documents paradata; and (3) the C-EDNH platform, which implements a Neo4j-based knowledge graph with semantic search capabilities, AI-driven quality assessment, and persistent identifiers (NSId/DOI). The framework was validated through digitization of 197 natural heritage specimens (68.5% avian, 24.9% insects, 5.1% mammals, 1.5% reptiles), demonstrating high geometric accuracy (RMS 0.18 ± 0.09 mm), visual fidelity (SSIM 0.92 ± 0.03), and color accuracy (ΔE00 2.1 ± 0.7). The resulting knowledge graph comprises 15,000+ nodes and 45,000+ semantic relationships, enabling cross-domain federated queries and reasoning. Unlike conventional approaches that treat digitization as mere data preservation, this framework positions digitization as an interpretive reconstruction process. By systematically documenting paradata, it establishes a foundation for knowledge discovery, reproducibility, and critical reassessment of digital natural heritage.","PeriodicalId":13109,"journal":{"name":"Heritage Science","volume":"8 12","pages":"507-507"},"PeriodicalIF":0.0,"publicationDate":"2025-12-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147887176","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"艺术学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 1

The Nile and Climate History, 3000 BCE to 30 BCE 尼罗河和气候的历史，公元前3000年到公元前30年

1区艺术学

Heritage Science Pub Date : 2025-12-04 DOI: 10.3390/heritage8120509

J. G. Manning

{"title":"The Nile and Climate History, 3000 BCE to 30 BCE","authors":"J. G. Manning","doi":"10.3390/heritage8120509","DOIUrl":"https://doi.org/10.3390/heritage8120509","url":null,"abstract":"The relationship between Nile flood variability and Egyptian political stability has been studied since Barbara Bell’s pioneering work in the 1970s, yet precise causal mechanisms linking environmental stress to societal crisis have remained elusive due to chronological limitations. This paper presents a methodological framework achieving annual to decadal resolution through volcanic forcing of the East African Monsoon. Large volcanic eruptions disrupt atmospheric circulation, suppressing monsoon rainfall over the Ethiopian Highlands and reducing Nile summer floods with impacts precisely dated through ice core chronologies (±1–2 years). Applied to Ptolemaic Egypt (305–30 BCE), this methodology demonstrates that volcanic-induced flood failures significantly increased revolt probability (p < 0.02) and correlated with land sales, warfare cessations, and economic stress indicators. Statistical validation distinguishes causal relationships from chance correlations, while comparative analysis of early versus late Ptolemaic responses reveals how political legitimacy, fiscal capacity, and institutional strength determined societal resilience versus vulnerability to environmental shocks. This approach achieves temporal resolution beyond the century-scale resolution of previous studies, determining temporal sequence essential for establishing causation. The methodology is replicable across historical contexts where documentary sources overlap with ice core volcanic chronologies, offering a template for integrating paleoclimatic precision with historical analysis to understand human–environment interactions in past societies.","PeriodicalId":13109,"journal":{"name":"Heritage Science","volume":"8 12","pages":"509-509"},"PeriodicalIF":0.0,"publicationDate":"2025-12-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.mdpi.com/2571-9408/8/12/509/pdf?version=1764841556","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147888838","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"艺术学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 1

Ontological analysis and disease statistics of wooden coffin paintings from the Qinghai Tibetan Medicine Culture Museum, China 青海藏医文化博物馆木棺画的本体论分析与疾病统计

1区艺术学

Heritage Science Pub Date : 2024-10-17 DOI: 10.1186/s40494-024-01482-0

Yanli Li, Yuyao Ruan, Cailuotai, Suonanji, Panpan Liu, Yuhu Li, Huiping Xing

{"title":"Ontological analysis and disease statistics of wooden coffin paintings from the Qinghai Tibetan Medicine Culture Museum, China","authors":"Yanli Li, Yuyao Ruan, Cailuotai, Suonanji, Panpan Liu, Yuhu Li, Huiping Xing","doi":"10.1186/s40494-024-01482-0","DOIUrl":"https://doi.org/10.1186/s40494-024-01482-0","url":null,"abstract":"Abstract The 35 wooden coffin paintings from the Tubo period of the Tang Dynasty, housed in the collection of Qinghai Tibetan Medicine Cultural Museum, are valuable materials for studying Tubo culture. Research has shown that the wood used for coffin paintings was cypress. The adhesives contain bovine collagen and chicken ovalbumin. The pigments used include carbon black, azurite, cinnabar, orpiment, minium, and lead white. This article provides a statistical analysis of the types and areas of diseases that appear in wooden coffin paintings. Through the application of descriptive statistics, correlation coefficient analysis, principal component analysis, and cluster analysis, it was determined that deterioration phenomena such as rotten, crack, pulverization, and discoloration disease were particularly pronounced in coffin paintings. Key variables influencing the disease of wooden coffin paintings include crystal salt, drop, and pulverization. The dataset was categorized into three distinct clusters, each exhibiting significant differences. This study offers valuable insights and foundational support for the future conservation and restoration of coffin paintings.","PeriodicalId":13109,"journal":{"name":"Heritage Science","volume":"12 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-10-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s40494-024-01482-0.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147906840","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"艺术学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 2

In-situ monitoring of changes in temperature and microstrain during the chemical corrosion of stone cultural relics 石质文物化学腐蚀过程中温度和微应变变化的现场监测

1区艺术学

Heritage Science Pub Date : 2024-10-03 DOI: 10.1186/s40494-024-01439-3

Huihua Wu, Quanhua Xie, Yuanyuan He, Xuefeng He, Yuan Zhou, Yang Liu, Yufei Liu, Yang Liu, Bo Wan, Nianbing Zhong

{"title":"In-situ monitoring of changes in temperature and microstrain during the chemical corrosion of stone cultural relics","authors":"Huihua Wu, Quanhua Xie, Yuanyuan He, Xuefeng He, Yuan Zhou, Yang Liu, Yufei Liu, Yang Liu, Bo Wan, Nianbing Zhong","doi":"10.1186/s40494-024-01439-3","DOIUrl":"https://doi.org/10.1186/s40494-024-01439-3","url":null,"abstract":"Abstract Temperature changes during the chemical corrosion of stone cultural relics affect the condensation and evaporation of water and chemical reactions between soluble substances and corrosive solutions. This ultimately leads to changes in the internal structure and composition of the artifacts, which in turn lead to changes in the microstrain of cultural relics. To obtain in-situ real-time information on changes in the temperature and microstrain of stone cultural relics during chemical corrosion damage, a fiber Bragg grating (FBG) detection system was developed. The detection principle for the temperature and microstrain of sandstone was provided. Thermal field emission scanning electron microscopy, X-ray diffraction, and mercury intrusion porosimetry were used to characterize the surface morphology, composition, and pore structure of the sandstone samples, respectively. The temperature and microstrain changes of the sandstone samples under deionized water with different acidic/alkaline and salt solutions and at different temperatures were examined online in situ using the FBG measurement system. The results indicate that the dissolution of sandstone in the acidic solution (H 2 SO 4 and NaHSO 4 ) resulted in an exothermic chemical reaction as well as the dissolution of sandstone in the neutral salt solution (Na 2 SO 4 ) and alkaline solution (NaOH and Na 2 CO 3 ) led to material conversion and exothermic chemical reaction; the deionization reaction belongs to the dissolution reaction. The NaHSO 4 solution caused the most serious corrosive disease on the sandstone surface. When the temperature of the NaHSO 4 solution was 60 °C, the temperature and microstrain of the sandstone reached 63.9 °C and 253.6 με, respectively. The results of this study can support the research of revealing the corrosion mechanism of sandstone in different environments.","PeriodicalId":13109,"journal":{"name":"Heritage Science","volume":"12 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-10-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s40494-024-01439-3.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147909942","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"艺术学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 8

Study on the restoration of glass slides dating back to the 1940s 关于修复 20 世纪 40 年代玻璃幻灯片的研究

IF 2.5 1区艺术学

Heritage Science Pub Date : 2024-09-19 DOI: 10.1186/s40494-024-01454-4

Yuyao Ruan, Yanli Li, Fei Yang, Yanru Chen, Panpan Liu, Mantang Ge, Kezhu Han, Yuhu Li

{"title":"Study on the restoration of glass slides dating back to the 1940s","authors":"Yuyao Ruan, Yanli Li, Fei Yang, Yanru Chen, Panpan Liu, Mantang Ge, Kezhu Han, Yuhu Li","doi":"10.1186/s40494-024-01454-4","DOIUrl":"https://doi.org/10.1186/s40494-024-01454-4","url":null,"abstract":"The Museum of Sun Yat-sen University houses a collection of antique glass slides dating back to the 1940s. These historical artifacts not only serve as a record of the past but also bring history to life. During extended storage, the emulsion layer on glass slides may harden and become brittle, leading to cracking and buckling. This study suggests a method to enhance the physical property of the emulsion layer by using a combination of nonionic surfactant isomeric alcohol ethoxylates eight (TO-8) and waterborne epoxy resin (WER). We investigated the microscopic action mechanism of the two on the emulsion layer of glass slides using scanning electron microscopy (SEM), Fourier transform infrared spectroscopy (FTIR), water contact angles, and other techniques. Our study revealed that TO-8 can significantly eliminate the spherulitic crystal structure of the emulsion layer, as well as improve its softness and hydrophilicity. The addition of the WER ensures that the cracking and warping of the emulsion layer film is fully corrected, resulting in a flat surface. Additionally, the size of the emulsion layer film remains stable even after wetting. The WER has minimal impact on the image information of glass slides. The emulsion layer of the glass slides, restored using the softening protection solutions developed in this study, showed almost full recovery of image information. This research holds significant theoretical and practical value for repairing cracked and warped emulsion layers on glass slides.","PeriodicalId":13109,"journal":{"name":"Heritage Science","volume":"11 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142262023","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"艺术学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Greener solutions for biodeterioration of organic-media cultural heritage: where are we? 有机媒介文化遗产生物劣化的绿色解决方案：我们在哪里？

IF 2.5 1区艺术学

Heritage Science Pub Date : 2024-09-18 DOI: 10.1186/s40494-024-01442-8

Benedetta Paolino, Maria Cristina Sorrentino, Severina Pacifico

{"title":"Greener solutions for biodeterioration of organic-media cultural heritage: where are we?","authors":"Benedetta Paolino, Maria Cristina Sorrentino, Severina Pacifico","doi":"10.1186/s40494-024-01442-8","DOIUrl":"https://doi.org/10.1186/s40494-024-01442-8","url":null,"abstract":"Eco-friendly decontamination treatments on works of art made from organic materials are of growing interest. The high risks to human health and the environment associated with traditional biocides (e.g. ecotoxicity, development of biotic resistance) have made it necessary to search for safer alternatives, also looking at the past but innovating it. The current state of the art is explored here, delving into the literature on the topic from 2000 to today, and outlining trends in terms of the most tested artistic supports and types of published research (in vitro/in vivo). An overview of the characteristics and mechanisms of biodegradation processes on different types of organic products and on the microorganisms mainly involved is thus provided. The main chemical-physical action techniques tested are illustrated and their practical-applicative aspects are discussed on the basis of evidence from case studies. Taking stock of the actual situation, literature consultation highlights that if on the one hand research is advancing rapidly towards the discovery of new ecological and safe solutions, on the other hand these are often biocidal treatments whose protocols have yet to be explored and validated.","PeriodicalId":13109,"journal":{"name":"Heritage Science","volume":"74 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142262022","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"艺术学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Search for new materials based on chitosan for the protection of cultural heritage 寻找基于壳聚糖的文化遗产保护新材料

IF 2.5 1区艺术学

Heritage Science Pub Date : 2024-09-17 DOI: 10.1186/s40494-024-01452-6

Anna Ermolyuk, Darya Avdanina, Adelya Khayrova, Sergey Lopatin, Kirill Shumikhin, Tat’yana Kolganova, Nikolay Simonenko, Alexey Lunkov, Valery Varlamov, Mikhail Shitov, Alexander Zhgun

{"title":"Search for new materials based on chitosan for the protection of cultural heritage","authors":"Anna Ermolyuk, Darya Avdanina, Adelya Khayrova, Sergey Lopatin, Kirill Shumikhin, Tat’yana Kolganova, Nikolay Simonenko, Alexey Lunkov, Valery Varlamov, Mikhail Shitov, Alexander Zhgun","doi":"10.1186/s40494-024-01452-6","DOIUrl":"https://doi.org/10.1186/s40494-024-01452-6","url":null,"abstract":"Microorganisms are a significant cause of damage to cultural heritage, including paintings. Currently, the palette of antiseptics that are used in painting has narrowed considerably. This is due to the increased demands placed on such substances. It was shown that low molecular weight chitosan (LMWC) obtained from the king crab (Paralithodes camtschaticus) exhibits high activity against dominant fungi-destructors of paintings in the State Tretyakov Gallery. Nevertheless, the increasing market demand for chitosan has prompted the exploration of alternative sources. Insects, notably the bioconverter black soldier fly (Hermetia illucens), stand out as one of the most cultivated options. This study investigates the effectiveness of chitosan, isolated from H. illucens by a novel method developed by authors, in inhibiting fungi that damage tempera paintings. The activity of 33 and 39 kDa chitosans from H. illucens is comparable to the most active chitosans previously studied from P. camtschaticus. However, there are characteristic differences between these compounds, as shown by the results of FTIR spectroscopy, which may affect their consumer properties when used in paint materials. Our studies suggest that LMWC from H. illucens is a promising material that can expand the range of antiseptics used in painting.<h3 data-test=\"abstract-sub-heading\">Graphical Abstract</h3>\u0000","PeriodicalId":13109,"journal":{"name":"Heritage Science","volume":"30 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142262021","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"艺术学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

The diversity of bronze production technologies during the Eastern Zhou dynasty revealed by analysis of slags from the Baidian and Xincun sites in Central China 通过分析华中白店和新村遗址的炉渣揭示东周时期青铜生产技术的多样性

IF 2.5 1区艺术学

Heritage Science Pub Date : 2024-09-17 DOI: 10.1186/s40494-024-01449-1

Cong Wang, Zhenlong Gao, Qingzhu Wang, Jun Gao, Quanyu Wang

{"title":"The diversity of bronze production technologies during the Eastern Zhou dynasty revealed by analysis of slags from the Baidian and Xincun sites in Central China","authors":"Cong Wang, Zhenlong Gao, Qingzhu Wang, Jun Gao, Quanyu Wang","doi":"10.1186/s40494-024-01449-1","DOIUrl":"https://doi.org/10.1186/s40494-024-01449-1","url":null,"abstract":"The Eastern Zhou period of China, characterised by complex interactions among vassal states, witnessed significant advancements in bronze production technology. However, the investigation of interactions based on technological comparison among dominant and dependent states remains limited. Focusing on two newly excavated foundry sites, Baidian in Houma, Shanxi, and Xincun in Hebi, Henan, this study provides crucial insights into the bronze production technologies and material sources used by Jin, a major vassal state in Central China, and Wei, a dependent state of Jin, during the Eastern Zhou period. Elemental analysis and microstructural examinations of slags, fragments of crucible wall and furnace wall, show the diversity of bronze production techniques between these two sites: in the Baidian site, bronzes were predominantly produced by co-melting of metallic copper and tin, and remelting of recycled bronzes, whereas in the Xincun site, bronze were probably made by co-melting of copper and tin ore. Furthermore, lead isotope analysis results suggest that the lead materials used for the bronze production at both the sites were likely from the Xiaoqinling region. Integrated with the historical background of complex interactions among vassal states, these findings not only shed light on the technological advancements and resource networks of the Jin and Wei states but also explain the relationships between technology, resources and social dynamics from various perspective. Hopefully this research would promote archeometallurgical study among regions and be applied to other Bronze Age cultures in the world.","PeriodicalId":13109,"journal":{"name":"Heritage Science","volume":"2 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142262025","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"艺术学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Automatic defect detection in infrared thermal images of ancient polyptychs based on numerical simulation and a new efficient channel attention mechanism aided Faster R-CNN model 基于数值模拟和新型高效通道关注机制辅助的快速 R-CNN 模型，自动检测古代多联画红外热图像中的缺陷

IF 2.5 1区艺术学

Heritage Science Pub Date : 2024-09-16 DOI: 10.1186/s40494-024-01441-9

Xin Wang, Guimin Jiang, Jue Hu, Stefano Sfarra, Miranda Mostacci, Dimitrios Kouis, Dazhi Yang, Henrique Fernandes, Nicolas P. Avdelidis, Xavier Maldague, Yonggang Gai, Hai Zhang

{"title":"Automatic defect detection in infrared thermal images of ancient polyptychs based on numerical simulation and a new efficient channel attention mechanism aided Faster R-CNN model","authors":"Xin Wang, Guimin Jiang, Jue Hu, Stefano Sfarra, Miranda Mostacci, Dimitrios Kouis, Dazhi Yang, Henrique Fernandes, Nicolas P. Avdelidis, Xavier Maldague, Yonggang Gai, Hai Zhang","doi":"10.1186/s40494-024-01441-9","DOIUrl":"https://doi.org/10.1186/s40494-024-01441-9","url":null,"abstract":"In recent years, the preservation and conservation of ancient cultural heritage necessitate the advancement of sophisticated non-destructive testing methodologies to minimize potential damage to artworks. Therefore, this study aims to develop an advanced method for detecting defects in ancient polyptychs using infrared thermography. The test subjects are two polyptych samples replicating a 14th-century artwork by Pietro Lorenzetti (1280/85–1348) with varied pigments and artificially induced defects. To address these challenges, an automatic defect detection model is proposed, integrating numerical simulation and image processing within the Faster R-CNN architecture, utilizing VGG16 as the backbone network for feature extraction. Meanwhile, the model innovatively incorporates the efficient channel attention mechanism after the feature extraction stage, which significantly improves the feature characterization performance of the model in identifying small defects in ancient polyptychs. During training, numerical simulation is utilized to augment the infrared thermal image dataset, ensuring the accuracy of subsequent experimental sample testing. Empirical results demonstrate a substantial improvement in detection performance, compared with the original Faster R-CNN model, with the average precision at the intersection over union = 0.5 increasing to 87.3% and the average precision for small objects improving to 54.8%. These results highlight the practicality and effectiveness of the model, marking a significant progress in defect detection capability, providing a strong technical guarantee for the continuous conservation of cultural heritage, and offering directions for future studies.","PeriodicalId":13109,"journal":{"name":"Heritage Science","volume":"19 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142262060","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"艺术学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0