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@article{179647,
author = {Ved Waje and Maanav Valecha and Nupur Pathare},
title = {Indian Heritage Preservation using Crack detection Model},
journal = {International Journal of Innovative Research in Technology},
year = {2025},
volume = {11},
number = {12},
pages = {7411-7419},
issn = {2349-6002},
url = {https://ijirt.org/article?manuscript=179647},
abstract = {Preserving historical monuments is essential
to protect cultural heritage, especially in a country such
as India, which has a rich history of architectural
landmarks. This research introduces an AI-based
system for detecting cracks in heritage structures using
deep learning and computer vision. The proposed
system incorporates the Roboflow 3.0 Instance
Segmentation Model, based on the COCO architecture,
within a Streamlit web application. By applying
advanced image processing and segmentation methods,
the system accurately identifies structural cracks and
marks them with bounding boxes and heatmaps. The
application allows users to analyze multiple images at
once, providing results in under one second per image.
Users can adjust detection settings, select from different
pretrained models, and download the processed images
for further examination. A feedback mechanism helps
improve the accuracy of the model over time, making
the system adaptable to different types of structural
damage. This approach improves the efficiency and
reliability of heritage conservation by enabling early
detection of cracks, supporting timely maintenance and
restoration efforts.},
keywords = {Crack Detection, Heritage Preservation, Deep learning, COCO Architecture, Computer Vision.},
month = {May},
}
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