MURAL LINEAR FEATURE ENHANCEMENT ALGORITHM COMBINING SEMI-SUPERVISED IMAGE SEGMENTATION AND DIMENSIONALITY REDUCTION

Lyu, S.; Mao, J.; Hou, M.

doi:10.5194/isprs-archives-XLVI-M-1-2021-423-2021

High-Precision Registration of Grotto Point Clouds Using Multi-Source Data Fusion

Jinru Li, Miaole Hou, Bo Ning, and Yong He

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIX-B4-2026, 687–693, https://doi.org/10.5194/isprs-archives-XLIX-B4-2026-687-2026,https://doi.org/10.5194/isprs-archives-XLIX-B4-2026-687-2026, 2026

Virtual Restoration of Cracks in Murals Based on Maximum Entropy Thresholding and Planar Structure Information

Pengyu Sun, Miaole Hou, Zhensong Zhang, Haishi Duan, and Shuqiang Lyu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 1451–1457, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1451-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1451-2025, 2025

Damage Information Mapping from Images to BIM Models for the Detection of Ancient Stone Bridges

Yingkui Sun, Miaole Hou, Huiwen Chen, Censhan Gao, and Aliea Nallbani

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 1459–1466, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1459-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1459-2025, 2025

Research on the Hyperspectral-based Unmixing Model of Composite Pigments on Mural Surfaces

Yihan Zhang, Shuqiang Lyu, Miaole Hou, Jing Guo, and Junlin Yan

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 1705–1711, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1705-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1705-2025, 2025

Digital Conservation of Ancient Woodblock Combining Hyperspectral Imaging and Close-range Photogrammetry Technology

Shun Ma, Shuqiang Lyu, Wangting Wu, Miaole Hou, and Wenyi Cui

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 919–924, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-919-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-919-2025, 2025

Hyperspectral Prediction Model for Mixed Salts on the Surfaces of Temple Murals in Northern China Based on Simulated Samples

Silei Li, Shuqiang Lyu, Miaole Hou, Wenxuan Lin, and Fanyi Meng

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 835–842, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-835-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-835-2025, 2025

Spatial and Temporal Distribution of Ancient Settlements in the Salt Lake of Yuncheng City

Binhao Du, Miaole Hou, and Zhenhua Gao

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 423–428, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-423-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-423-2025, 2025

An Inversion Approach for Salt Content in Simulated Murals Based on Spectral Enhancement and Sample Partitioning

Qinghao Dong, Shuqiang Lyu, Miaole Hou, Yanzhu Jin, and Xinyi Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 415–422, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-415-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-415-2025, 2025

A Knowledge Representation Method for Virtual Restoration of Ancient Chinese Stone Arch Bridges

Huiwen Chen, Miaole Hou, Yingkui Sun, Censhan Gao, and Meini Gao

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 217–223, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-217-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-217-2025, 2025

The Concept of Levels of Detail for 3D Niche Models in CityGML

Su Yang, Jun Chen, Miaole Hou, Hongchao Fan, Songnian Li, and Yingkui Sun

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-2024, 419–425, https://doi.org/10.5194/isprs-annals-X-4-2024-419-2024,https://doi.org/10.5194/isprs-annals-X-4-2024-419-2024, 2024

Spectral Unmixing of Pigments on Surface of Painted Artefacts Considering Spectral Variability

Yu Wang, Shuqiang Lyu, Bo Ning, Ding Yan, Miaole Hou, Pengyu Sun, and Lihong Li

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-2024, 403–409, https://doi.org/10.5194/isprs-annals-X-4-2024-403-2024,https://doi.org/10.5194/isprs-annals-X-4-2024-403-2024, 2024

The Framework of Modeling Buddhist Head in 3D with Semantic Information

Yuehan Pan, Huabiao Li, Hongchao Fan, Botong Gu, Xiaoyu Zhao, and Miaole Hou

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-2024, 255–261, https://doi.org/10.5194/isprs-annals-X-4-2024-255-2024,https://doi.org/10.5194/isprs-annals-X-4-2024-255-2024, 2024

THE SPATIAL PATTERN OF GROTTOES IN CHINA AT THE COUNTY SCALE: A CASE STUDY OF ANYUE COUNTY

Y. Xu, M. Hou, Y. Deng, and X. Liu

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 231–238, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-231-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-231-2023, 2023

VIRTUAL RESTORATION OF STONE INSCRIPTIONS BASED ON IMAGE ENHANCEMENT AND EDGE DETECTION

C. Sun and M. Hou

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 217–222, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-217-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-217-2023, 2023

EXTRACTION OF PAINT LOSS IN ANCIENT MURALS BASED ON 3D RESIDUAL NEURAL NETWORK

S. Y. Li, M. L. Hou, P. H. Cao, and S. Q. Lyu

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 199–206, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-199-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-199-2023, 2023

THE SURVEY OF THE USE OF VR AND AR AT IMMOVABLE TANGIBLE CULTURAL HERITAGE TOURISM IN CHINA

D. Chen, Z. Zhang, and M. Hou

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 413–420, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-413-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-413-2023, 2023

THE POINT CLOUD SEMANTIC SEGMENTATION METHOD FOR THE DOUGONG OF MING AND QING DYNASTY OFFICIAL-STYLE ARCHITECTURES

Y. Li, M. Hou, and Y. Dong

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-M-1-2023, 159–164, https://doi.org/10.5194/isprs-annals-X-M-1-2023-159-2023,https://doi.org/10.5194/isprs-annals-X-M-1-2023-159-2023, 2023

PRIMITIVE SEGMENTATION OF DOUGONG COMPONENTS BASED ON REGIONAL CLUSTERING

W. Hao, Y. Dong, and M. Hou

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-M-1-2023, 109–114, https://doi.org/10.5194/isprs-annals-X-M-1-2023-109-2023,https://doi.org/10.5194/isprs-annals-X-M-1-2023-109-2023, 2023

BASED ON IMPROVED POINTNET AUTOMATIC CLASSIFICATION METHOD OF GROTTO TEMPLE STATUES

Q. Fu, M. Hou, and W. Hua

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-M-1-2023, 87–92, https://doi.org/10.5194/isprs-annals-X-M-1-2023-87-2023,https://doi.org/10.5194/isprs-annals-X-M-1-2023-87-2023, 2023

SURFACE HANDWRITING ENHANCEMENT OF ARTIFACTS BASED ON MANIFOLD LEARNING AND MIXED PIXEL DECOMPOSITION

S. H. Wang, S. Q. Lyu, M. L. Hou, Z. H. Gao, and M. Huang

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 917–922, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-917-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-917-2022, 2022

HYPERSPECTRAL INVERSION OF SOLUBLE SALT CONTENT IN MURAL PAINTING

Z. Q. Guo, S. Q. Lyu, M. L. Hou, and M. Huang

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 793–800, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-793-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-793-2022, 2022

A METHOD FOR MONITORING BULGE OF ANCIENT CITY WALL AFTER REPAIR

B. Feng, Y. Hu, and M. Hou

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 221–224, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-221-2021,https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-221-2021, 2021

AN EXTRACTION METHOD FOR ROOF POINT CLOUD OF ANCIENT BUILDING USING DEEP LEARNING FRAMEWORK

Y. Ji, Y. Dong, M. Hou, Y. Qi, and A. Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 321–327, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-321-2021,https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-321-2021, 2021

VIRTUAL RESTORATION OF THE GREAT WALL BASED ON THE EVIDENCES SCALES, TAKE THE NINE-EYES WATCHTOWER AS AN EXAMPLE

Z. Li, M. Hou, Y. Dong, J. Wang, Y. Ji, and P. Huo

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 403–407, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-403-2021,https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-403-2021, 2021

RESEARCH ON EVALUATION OF THE SPALLING DISEASE OF NICHE FOR BUDDHA IN GROTTOES

Y. Miao, M. Hou, and P. Wei

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 441–447, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-441-2021,https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-441-2021, 2021

VIRTUAL RESTORATION OF MISSING PAINT LOSS OF MURAL BASED ON GENERATIVE ADVERSARIAL NETWORK

Q. Wang, M. Hou, and S. Lyu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 807–811, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-807-2021,https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-807-2021, 2021

SPATIAL PATTERN EVOLUTION AND DRIVING FACTORS OF PM_2.5 CONCENTRATIONS IN THE GRAND CANAL REGION FROM 2000 TO 2018

X. Wang, M. Hou, S. Cao, and B. Li

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 829–836, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-829-2021,https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-829-2021, 2021

A PRELIMINARY STUDY ON CALCULATION METHOD OF VISUAL IMPACT OF URBAN ARCHITECTURAL HERITAGE

S. Yang, Y. Hu, and M. Hou

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 881–885, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-881-2021,https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-881-2021, 2021

DISEASE INVESTIGATION OF STONE CARVING BY SPATIAL ANALYSIS: A CASE STUDY ON THE STONE CARVING OF DAZU THOUSAND-HAND BODHISATTVA

Y. Yang, S. Yang, and M. Hou

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 887–894, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-887-2021,https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-887-2021, 2021

APPLICATION OF SURVEYING AND MAPPING TECHNOLOGY IN DISEASE EXTRACTION AND ANALYSIS OF STONE MONUMENTS

Z. Yu, Y. Hu, and M. Hou

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 901–907, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-901-2021,https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-901-2021, 2021

RESEARCH ON THE DIGITAL RETENTION MECHANISM OF TIBETAN BUDDHISM ARCHITECTURE BASED ON UAV AND TLS: A CASE STUDY OF BAOGUANG HALL

Z. Li, M. Hou, Y. Dong, J. Wang, Y. Ji, and P. Huo

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VIII-M-1-2021, 95–100, https://doi.org/10.5194/isprs-annals-VIII-M-1-2021-95-2021,https://doi.org/10.5194/isprs-annals-VIII-M-1-2021-95-2021, 2021

MURAL LINEAR FEATURE ENHANCEMENT ALGORITHM COMBINING SEMI-SUPERVISED IMAGE SEGMENTATION AND DIMENSIONALITY REDUCTION

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