3D reconstruction of movable cultural relics based on salient region optimization

被引:0
|
作者
Wang Wenhao [1 ]
Zhao Haiying [2 ]
机构
[1] School of Information and Communication Engineering, Beijing Information Science and Technology University
[2] School of Artificial Intelligence, Beijing University of Posts and Telecommunications
关键词
D O I
10.19682/j.cnki.1005-8885.2023.0012
中图分类号
TP391.41 []; K87 [中国文物考古];
学科分类号
080203 ; 0601 ;
摘要
How to protect cultural retics is of great significance to the transmission and dissemination of history and culture. Digital 3-dimensional(3D) modeling of cultural relics is an effective way to preserve them. The efficiency and complexity of cultural relic model reconstruction algorithms are significant challenges due to redundant data. To tackle the above issue, a 3D reconstruction algorithm, named COLMAP+LSH, was proposed for movable cultural relics based on salient region optimization. COLMAP+LSH algorithm introduces saliency region detection and locality-sensetive Hashing(LSH) to achieve efficient, accurate, and robust digital 3D modeling of cultural relics. Specifically, 400 cultural model data were collected through offline and online collection. COLMAP+LSH algorithm detects the salient region interactively and reduces the number of images in the salient region by feature diffusion. Additionally, COLMAP+LSH algorithm utilizes LSH to calculate the image selection scores and employs the image selection scores to reduce the redundant image. The experiments on the self-constructed cultural relics dataset show that COLMAP+LSH algorithm can efficiently achieve image feature diffusion and ensure the quality of artifact reconstruction while selecting most of the redundant image data.
引用
收藏
页码:11 / 31
页数:21
相关论文
共 50 条
  • [21] Research on the application of 3D scanning and 3D printing in the repro-duction of fine bronze cultural relics
    Tang Jian-yin
    Zhang Zhe
    Lin Ming-yu
    Ju Jian-ping
    Pi Wei
    Zhang Bo
    PROCEEDINGS OF THE 2019 INTERNATIONAL CONFERENCE ON ROBOTICS, INTELLIGENT CONTROL AND ARTIFICIAL INTELLIGENCE (RICAI 2019), 2019, : 268 - 271
  • [22] SALIENT REGION DETECTION AND FEATURE EXTRACTION IN 3D VISUAL DATA
    Dong, Ming
    Chen, Yanhua
    2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5, 2008, : 185 - 188
  • [23] Optimization of reconstruction of 2D medical images based on computer 3D reconstruction technology
    Information Science and Technology, College of Northwestern University, China
    J. Digit. Inf. Manage., 3 (142-146):
  • [24] Particle swarm optimization algorithm based 3D face reconstruction
    Ge, Yun
    Yin, Baocai
    Sun, Yanfeng
    Journal of Information and Computational Science, 2009, 6 (06): : 2215 - 2222
  • [25] 3D Reconstruction of Indoor Scenes Based on Feature and Graph Optimization
    Yu, Weike
    Zhang, Hui
    2016 INTERNATIONAL CONFERENCE ON VIRTUAL REALITY AND VISUALIZATION (ICVRV 2016), 2016, : 126 - 132
  • [26] Optimization of Stereo Matching in 3D Reconstruction Based on Binocular Vision
    Gai, Qiyang
    2017 2ND INTERNATIONAL CONFERENCE ON COMMUNICATION, IMAGE AND SIGNAL PROCESSING (CCISP 2017), 2018, 960
  • [27] Process Optimization of Runoff Plot 3D Reconstruction Based on PhotoScan
    Zhang X.
    Zhen H.
    James R.M.
    Yang W.
    Zhang S.
    Li H.
    Nongye Jixie Xuebao/Transactions of the Chinese Society for Agricultural Machinery, 2019, 50 (12): : 144 - 150and230
  • [28] Data optimization of pavement 3D reconstruction based on point preprocessing
    Wei Y.
    Xiao Y.
    Yan C.
    Liu Y.-L.
    Wang L.-B.
    1600, Editorial Board of Jilin University (50): : 987 - 997
  • [29] DIACHRONIC 3D RECONSTRUCTION FOR LOST CULTURAL HERITAGE
    Guidi, G.
    Russo, M.
    4TH ISPRS INTERNATIONAL WORKSHOP 3D-ARCH 2011: 3D VIRTUAL RECONSTRUCTION AND VISUALIZATION OF COMPLEX ARCHITECTURES, 2011, 38-5 (W16): : 371 - 376
  • [30] Key techniques on cultural relic 3D reconstruction
    Qiu, Zhao-Wen
    Zhang, Tian-Wen
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2008, 36 (12): : 2423 - 2427