Adaptive people detection based on cross-correlation maximization

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  • Additional Information
    • Publication Information:
      IEEE
    • Publication Date:
      2017
    • Abstract:
      Applying people detectors to unseen data is challenging since patterns distributions may significantly differ from the ones of the training dataset. In this paper, we propose a framework to adapt people detectors during runtime classification. Such adaptation takes advantage of multiple detectors to identify their best configurations (i.e. detection thresholds) without requiring manually labeled ground truth. We maximize the mutual information of detectors by pair-wise correlating their outputs to obtain a set of hypotheses for the detection thresholds. These hypotheses are later combined by weighted voting to obtain a final decision for the detection threshold of each detector. The proposed approach does not require re-training detectors and uses standard people detector outputs, i.e., bounding boxes, therefore it can employ various types of detectors. The experimental results demonstrate that the proposed approach outperforms state-of-the-art detectors whose optimal configuration is learned from training data.
    • Contents Note:
      Conference Acronym: ICIP
    • Author Affiliations:
      Video Processing and Understanding Lab (VPULab), Universidad Autónoma de Madrid, Spain
    • ISBN:
      978-1-5090-2175-8
      978-1-5090-2174-1
    • ISSN:
      2381-8549
    • Relation:
      2017 IEEE International Conference on Image Processing (ICIP)
    • Accession Number:
      10.1109/ICIP.2017.8296910
    • Rights:
      Copyright 2017, IEEE
    • AMSID:
      8296910
    • Conference Acronym:
      ICIP
    • Date of Current Version:
      2017
    • Document Subtype:
      IEEE Conference
    • Notes:
      Conference Location: Beijing, China, China

      Conference Start Date: 17 Sept. 2017

      Conference End Date: 20 Sept. 2017
    • Accession Number:
      edseee.8296910
  • Citations
    • ABNT:
      GARCIA-MARTIN, A.; SANMIGUEL, J. C. Adaptive people detection based on cross-correlation maximization. 2017 IEEE International Conference on Image Processing (ICIP), Image Processing (ICIP), 2017 IEEE International Conference on, [s. l.], p. 3385–3389, 2017. DOI 10.1109/ICIP.2017.8296910. Disponível em: http://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=edseee&AN=edseee.8296910. Acesso em: 30 set. 2020.
    • AMA:
      Garcia-Martin A, SanMiguel JC. Adaptive people detection based on cross-correlation maximization. 2017 IEEE International Conference on Image Processing (ICIP), Image Processing (ICIP), 2017 IEEE International Conference on. September 2017:3385-3389. doi:10.1109/ICIP.2017.8296910
    • APA:
      Garcia-Martin, A., & SanMiguel, J. C. (2017). Adaptive people detection based on cross-correlation maximization. 2017 IEEE International Conference on Image Processing (ICIP), Image Processing (ICIP), 2017 IEEE International Conference On, 3385–3389. https://doi.org/10.1109/ICIP.2017.8296910
    • Chicago/Turabian: Author-Date:
      Garcia-Martin, Alvaro, and Juan C. SanMiguel. 2017. “Adaptive People Detection Based on Cross-Correlation Maximization.” 2017 IEEE International Conference on Image Processing (ICIP), Image Processing (ICIP), 2017 IEEE International Conference On, September, 3385–89. doi:10.1109/ICIP.2017.8296910.
    • Harvard:
      Garcia-Martin, A. and SanMiguel, J. C. (2017) ‘Adaptive people detection based on cross-correlation maximization’, 2017 IEEE International Conference on Image Processing (ICIP), Image Processing (ICIP), 2017 IEEE International Conference on, pp. 3385–3389. doi: 10.1109/ICIP.2017.8296910.
    • Harvard: Australian:
      Garcia-Martin, A & SanMiguel, JC 2017, ‘Adaptive people detection based on cross-correlation maximization’, 2017 IEEE International Conference on Image Processing (ICIP), Image Processing (ICIP), 2017 IEEE International Conference on, pp. 3385–3389, viewed 30 September 2020, .
    • MLA:
      Garcia-Martin, Alvaro, and Juan C. SanMiguel. “Adaptive People Detection Based on Cross-Correlation Maximization.” 2017 IEEE International Conference on Image Processing (ICIP), Image Processing (ICIP), 2017 IEEE International Conference On, Sept. 2017, pp. 3385–3389. EBSCOhost, doi:10.1109/ICIP.2017.8296910.
    • Chicago/Turabian: Humanities:
      Garcia-Martin, Alvaro, and Juan C. SanMiguel. “Adaptive People Detection Based on Cross-Correlation Maximization.” 2017 IEEE International Conference on Image Processing (ICIP), Image Processing (ICIP), 2017 IEEE International Conference On, September 1, 2017, 3385–89. doi:10.1109/ICIP.2017.8296910.
    • Vancouver/ICMJE:
      Garcia-Martin A, SanMiguel JC. Adaptive people detection based on cross-correlation maximization. 2017 IEEE International Conference on Image Processing (ICIP), Image Processing (ICIP), 2017 IEEE International Conference on [Internet]. 2017 Sep 1 [cited 2020 Sep 30];3385–9. Available from: http://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=edseee&AN=edseee.8296910