Optics and Precision Engineering, Volume. 33, Issue 4, 641(2025)

Improved phase correlation and clustering ideas for Micro-LED chip microscopic image stitching

Jianpu LIN1,2, Tingyu WANG1,2, Bipeng CAI2,3, Jianhao ZHANG1,2, Ting MEI2,3, Shanling LIN1,2, Zhixian LIN1,2,3, Jianbi LE2、*, and Chaoxing WU2,3
Author Affiliations
  • 1School of Advanced Manufacturing,Fuzhou University,Quanzhou362252,China
  • 2China Fujian Photoelectric Information Science and Technology Innovation Laboratory, Fuzhou350116,China
  • 3School of Physics and Information Engineering,Fuzhou University,Fuzhou50116,China
  • show less
    References(35)

    [1] SU H, LI W H, LI J L et al. Recent progress of wafer level Micro-LED chip inspection technology[J]. Chinese Journal of Liquid Crystals and Displays, 38, 582-594(2023).

         苏昊, 李文豪, 李俊龙. 晶圆级Micro-LED芯片检测技术研究进展[J]. 液晶与显示, 38, 582-594(2023).

    [2] CHEN M Y, CHEN J B, LI C et al. Defect detection of MicroLED with low distinction based on deep learning[J]. Optics and Lasers in Engineering, 173, 107924(2024).

    [3] SONG Y C, CHEN W, YE Y T et al. Sub-pixel stitching method for large object with duplicate texture of automatic visual inspection[J]. Acta Optica Sinica, 34, 315002(2014).

         宋昀岑, 陈伟, 叶玉堂. 具重复特征的大物面自动视觉检测中的亚像素级拼接[J]. 光学学报, 34, 315002(2014).

    [4] ZHAO B L, ZHANG K D, LIU P et al. Large-scale time-lapse scanning electron microscopy image mosaic using a smooth stitching strategy[J]. Microscopy Research and Technique, 86, 929-942(2023).

    [5] SHI J H, GE H Y, WANG S H et al. Two-stage error detection to improve electron microscopy image mosaicking[J]. Computers in Biology and Medicine, 178, 108456(2024).

    [6] WU L, HAO H Y, SONG Y. A review of metal surface defect detection based on computer vision[J]. Acta Automatica Sinica, 50, 1261-1283(2024).

         伍麟, 郝鸿宇, 宋友. 基于计算机视觉的工业金属表面缺陷检测综述[J]. 自动化学报, 50, 1261-1283(2024).

    [7] MOHAMMADI F S, MOHAMMADI S E, MOJARAD ADI P et al. A comparative analysis of pairwise image stitching techniques for microscopy images[J]. Scientific Reports, 14, 9215(2024).

    [8] CHEN B Y, GAO H, HUANG L et al. Quantitative phase image stitching guided by reconstructed intensity images in one-shot double field of view multiplexed digital holographic microscopy[J]. Biomedical Optics Express, 15, 3727-3742(2024).

    [9] LI Y W, WANG X D, WANG T et al. An image mosaic technique with non-overlapping regions based on microscopic vision in precision assembly[J]. Nanotechnology and Precision Engineering, 6(2023).

    [10] MA B Y, BAN X J, HUANG H Y et al. A fast algorithm for material image sequential stitching[J]. Computational Materials Science, 158, 1-13(2019).

    [11] 黄家广, 玉振明, 彭国晋. 基于载物台运动信息的显微图像拼接算法研究[J]. 激光与光电子学进展, 61, 3788(2024).

         HUANG J G, YU Z M, PENG G J et al. Microscopic image stitching algorithm based on stage motion information[J]. Laser & Optoelectronics Progress, 61, 3788(2024).

    [12] CHALFOUN J, MAJURSKI M, BLATTNER T et al. MIST: accurate and scalable microscopy image stitching tool with stage modeling and error minimiza-tion[J]. Scientific reports, 7, 4988(2017).

    [13] LOWE D G. Distinctive image features from scale-invariant keypoints[J]. International Journal of Computer Vision, 60, 91-110(2004).

    [15] ZHANG H S, ZHENG R H, ZHANG W R et al. An improved SIFT underwater image stitching method[J]. Applied Sciences, 13, 12251(2023).

    [16] TUYTELAARS T, VAN GOOL L[M]. SURF: Speeded Up Robust Features, 404-417(2006).

    [17] 姜丽萍, 熊淑华, 员旭拓. 基于SR-SURF的岩石显微图像拼接[J]. 计算机系统应用, 32, 302-307(2023).

         JIANG L P, XIONG S H, YUN X T et al. Rock microscopic image stitching based on SR-SURF[J]. Computer Systems & Applications, 32, 302-307(2023).

    [18] CHEN X A, HAN Y, DENG H et al. Rail profile matching method based on stepped calibration plate and improved SURF algorithm[J]. Engineering Research Express, 5(2023).

    [19] RUBLEE E, RABAUD V, KONOLIGE K et al. ORB: an efficient alternative to SIFT or SURF[C], 2564-2571(2011).

    [21] BORMAN R I, HARJOKO A. Improved ORB algorithm through feature point optimization and Gaussian pyramid[J]. International Journal of Advanced Computer Science and Applications, 15, 268-275(2024).

    [22] MOHAMMADI F S, SHABANI H, ZAREI M. Fast and robust feature-based stitching algorithm for microscopic images[J]. Scientific Reports, 14, 13304(2024).

    [23] TSUBOKURA S, KAWANO S, IMAI Y et al. Development of a method for analyzing the positional correlation of local structures in scanning probe microscopy images using template-matching image-p-rocessing method[J]. Applied Physics Express, 17(2024).

    [24] BHADOURIA V S, PARK Y R, EOM J B. A sliding template-based approach for position-based whole slide microscopy image stitching for slightly unaligned stages[J]. Signal, Image and Video Processing, 18, 2597-2605(2024).

    [25] KUGLIN C D, HINES D C. The phase correlation image alignment method[C], 163-165(1975).

    [26] RAUT B, MURADYAN P, SANKARAN R et al. Optimizing cloud motion estimation on the edge with phase correlation and optical flow[J]. Atmospheric Measurement Techniques, 16, 1195-1209(2023).

    [27] LI Y, WANG J L, YAO K N. Modified phase correlation algorithm for image registration based on pyramid[J]. Alexandria Engineering Journal, 61, 709-718(2022).

    [28] LI T C, WANG J L, YAO K N. Subpixel image registration algorithm based on pyramid phase correlation and upsampling[J]. Signal, Image and Video Processing, 16, 1973-1979(2022).

    [29] HE Y, HU Z, WANG R et al. Features extraction of point clouds based on Otsu's algorithm[J]. Measurement Science and Technology, 35(2024).

    [30] WAN Y L, WANG J L, ZHANG N et al. Polarized image registration method based on phase correlation and sub-graph[J]. Chinese Journal of Liquid Crystals and Displays, 34, 530(2019).

         万钇良, 王建立, 张楠. 一种基于相位相关与子图像的偏振图像配准方法[J]. 液晶与显示, 34, 530(2019).

    [31] HAJIHOSSEINLOU M, MAGHSOUDI A, GHEZEL-BASH R. Intelligent mapping of geochemical anoma-lies: Adaptation of DBSCAN and mean-shift clustering approaches[J]. Journal of Geochemical Exploration, 258, 107393(2024).

    CLP Journals

    [1] Zilong LIU, Chen LUO, Yijun ZHOU, Lei JIA. Detection of conductive multi-particles based on circular convolutional neural network[J]. Optics and Precision Engineering, 2024, 32(11): 1788

    Tools

    Get Citation

    Copy Citation Text

    Jianpu LIN, Tingyu WANG, Bipeng CAI, Jianhao ZHANG, Ting MEI, Shanling LIN, Zhixian LIN, Jianbi LE, Chaoxing WU. Improved phase correlation and clustering ideas for Micro-LED chip microscopic image stitching[J]. Optics and Precision Engineering, 2025, 33(4): 641

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category:

    Received: Aug. 7, 2024

    Accepted: --

    Published Online: May. 20, 2025

    The Author Email: Jianbi LE (lejianbi@fjoel.cn)

    DOI:10.37188/OPE.20253304.0641

    Topics