SHARPNESS-AWARE DOCUMENT IMAGE MOSAICING USING GRAPHCUTS

被引:0
|
作者
Eum, Sungmin [1 ]
Doermann, David [1 ]
机构
[1] Univ Maryland, Inst Adv Comp Studies, College Pk, MD 20742 USA
基金
美国国家科学基金会;
关键词
document; image mosaicing; panorama; Graphcuts; ENERGY MINIMIZATION;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
There are numerous types of documents which are difficult to scan or capture in a single pass due to their physical size or the size of their content. One possible solution that has been proposed is mosaicing multiple overlapping images to capture the complete document. In this paper, we present a novel Graphcut-based document image mosaicing method which seeks to overcome the known limitations of the previous approaches. First, our method does not require any prior knowledge of the content of the given document images, making it more widely applicable and robust. Second, information regarding the geometrical disposition between the overlapping images is exploited to minimize the errors at the boundary regions. Third, our method incorporates a sharpness measure which induces cut generation in a way that results in the mosaic including the sharpest pixels. Our method is shown to outperform previous methods, both quantitatively and qualitatively.
引用
收藏
页码:2575 / 2579
页数:5
相关论文
共 50 条
  • [41] Research on the improvement of domain generalization by the fusion of invariant features and sharpness-aware minimization
    Yang, Yixuan
    Dong, Mingrong
    Zeng, Kai
    Shen, Tao
    JOURNAL OF SUPERCOMPUTING, 2025, 81 (01):
  • [42] Sharpness-Aware Low-Dose CT Denoising Using Conditional Generative Adversarial Network
    Xin Yi
    Paul Babyn
    Journal of Digital Imaging, 2018, 31 : 655 - 669
  • [43] Document image mosaicing with mobile phones
    Hannuksela, Jari
    Sangi, Pekka
    Heikkila, Janne
    Liu, Xu
    Doermann, David
    14TH INTERNATIONAL CONFERENCE ON IMAGE ANALYSIS AND PROCESSING, PROCEEDINGS, 2007, : 575 - +
  • [44] Document image mosaicing: A novel approach
    Kumar, GH
    Shivakumara, P
    Guru, DS
    Nagabhushan, P
    SADHANA-ACADEMY PROCEEDINGS IN ENGINEERING SCIENCES, 2004, 29 (3): : 329 - 341
  • [45] Document image mosaicing: A novel approach
    G Hemantha Kumar
    P. Shivakumara
    D. S. Guru
    P. Nagabhushan
    Sadhana, 2004, 29 : 329 - 341
  • [46] Self-adaptive asynchronous federated optimizer with adversarial sharpness-aware minimization
    Zhang, Xiongtao
    Wang, Ji
    Bao, Weidong
    Xiao, Wenhua
    Zhang, Yaohong
    Liu, Lihua
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2024, 161 : 638 - 654
  • [47] ImbSAM: A Closer Look at Sharpness-Aware Minimization in Class-Imbalanced Recognition
    Zhou, Yixuan
    Qu, Yi
    Xu, Xing
    Shen, Hengtao
    2023 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2023), 2023, : 11311 - 11321
  • [48] Sharp-MAML: Sharpness-Aware Model-Agnostic Meta Learning
    Abbas, Momin
    Xiao, Quan
    Chen, Lisha
    Chen, Pin-Yu
    Chen, Tianyi
    INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 162, 2022, : 10 - 32
  • [49] TOWARDS GENERALIZATION OF MEDICAL IMAGING AI MODELS: SHARPNESS-AWARE MINIMIZERS AND BEYOND
    Anand, Deepa
    Patil, Rohan
    Agrawal, Utkarsh
    Rahul, V
    Ravishankar, Hariharan
    Sudhakar, Prasad
    2022 IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (IEEE ISBI 2022), 2022,
  • [50] Detection method of wheat rust based on transfer learning and sharpness-aware minimization
    Xu, Zhengguo
    Pan, Hengtuo
    Ye, Wei
    Xu, Zhuangwei
    Wang, Hongkai
    PLANT PATHOLOGY, 2023, 72 (02) : 353 - 360