arXiv:2507.12195cs.CVcs.AI2025-07

用计算机视觉技术还原印度古庙陶砖的原始风貌。

Revealing the Ancient Beauty: Digital Reconstruction of Temple Tiles using Computer Vision

  • 提出分形卷积分割法,捕捉建筑细微纹理。
  • 开发自适应补全算法,结合马赛克切片增强数据。
  • 实现超分辨率重建,细节清晰且成本可控。

现代数字化技术显著改变了文化遗产的保护与修复方式,使计算机科学与多学科项目深度融合。针对以建筑技艺和美学著称的印度古迹,本文提出三项前沿方法:一是基于图像处理的分形卷积分割法,有效揭示不可替代文化建筑中的细微构造特征;二是专为西孟加拉邦巴库拉陶砖庙设计的自敏感砖块补全(SSTF)方法,结合创新的数据增强技术MosaicSlice;三是超分辨率策略,在不损失质量的前提下提升图像清晰度。这些方法在低成本下实现无缝区域填充与高精度纹理重建,保持文物原真性,推动文化遗产保护迈向高效与美学并重的新阶段。

原文摘要 · Abstract (English)

Modern digitised approaches have dramatically changed the preservation and restoration of cultural treasures, integrating computer scientists into multidisciplinary projects with ease. Machine learning, deep learning, and computer vision techniques have revolutionised developing sectors like 3D reconstruction, picture inpainting,IoT-based methods, genetic algorithms, and image processing with the integration of computer scientists into multidisciplinary initiatives. We suggest three cutting-edge techniques in recognition of the special qualities of Indian monuments, which are famous for their architectural skill and aesthetic appeal. First is the Fractal Convolution methodology, a segmentation method based on image processing that successfully reveals subtle architectural patterns within these irreplaceable cultural buildings. The second is a revolutionary Self-Sensitive Tile Filling (SSTF) method created especially for West Bengal's mesmerising Bankura Terracotta Temples with a brand-new data augmentation method called MosaicSlice on the third. Furthermore, we delve deeper into the Super Resolution strategy to upscale the images without losing significant amount of quality. Our methods allow for the development of seamless region-filling and highly detailed tiles while maintaining authenticity using a novel data augmentation strategy within affordable costs introducing automation. By providing effective solutions that preserve the delicate balance between tradition and innovation, this study improves the subject and eventually ensures unrivalled efficiency and aesthetic excellence in cultural heritage protection. The suggested approaches advance the field into an era of unmatched efficiency and aesthetic quality while carefully upholding the delicate equilibrium between tradition and innovation.

文物修复计算机视觉图像重建

Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。