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A stand-alone polarimetric acquisition system for producing a long-term skylight dataset

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  • Additional Information
    • Contributors:
      Aix Marseille Université (AMU); Institut des Sciences du Mouvement Etienne Jules Marey (ISM); Aix Marseille Université (AMU)-Centre National de la Recherche Scientifique (CNRS); Stellantis - PSA Centre Technique de Vélizy; Centre National de la Recherche Scientifique (CNRS); Institut universitaire de France (IUF); Ministère de l'Education nationale, de l’Enseignement supérieur et de la Recherche (M.E.N.E.S.R.); L.P. was supported by a CIFRE doctoral fellowship from the ANRT and Stellantis (agreement #2019/0658). J.R.S has received funding from the Excellence Initiative of Aix-Marseille Université - A*Midex, a French ”Investissements d’Avenir” programme AMX-21-ERC-02 and AMX-20-TRA-043. This research work was also supported by the SUD Provence-Alpes-Côte d’Azur Region (PACA) (Grant #2021/08135).; IEEE
    • Publication Information:
      HAL CCSD
      IEEE
    • Publication Date:
      2023
    • Collection:
      Aix-Marseille Université: HAL
    • Subject Terms:
    • Abstract:
      International audience ; Skylight polarization phenomenon is at the origin of a recent growing interest for bio-inspired navigation. Skylight based orientation sensors can be simulated on the basis of physical models. In parallel, machine learning algorithms require a large amount of data to be trained. However, while some simulated databases already exists in the literature, a public database composed of real-world color polarimetric images of the sky in various weather conditions does not. In this study, a long-term experimental device is presented, designed to be left in a distant roof to acquire data over several months, using a Division-of-Focal-Plane polarization imager with a fisheye lens mounted on a rotative telescope mount. An open-source mechanical and electrical design is proposed for easy replication at other locations, with an algorithm to get the sensor's orientation and geometrical calibration in the East-North-Up frame. A sample one-month long dataset is provided on a public archive.
    • Relation:
      hal-04267779; https://hal.science/hal-04267779; https://hal.science/hal-04267779/document; https://hal.science/hal-04267779/file/2023-Poughon%20et%20al.%20-%20Poster%20IEEE%20Sensors.pdf
    • Accession Number:
      10.1109/SENSORS56945.2023.10325176
    • Online Access:
      https://doi.org/10.1109/SENSORS56945.2023.10325176
      https://hal.science/hal-04267779
      https://hal.science/hal-04267779/document
      https://hal.science/hal-04267779/file/2023-Poughon%20et%20al.%20-%20Poster%20IEEE%20Sensors.pdf
    • Rights:
      http://creativecommons.org/licenses/by/ ; info:eu-repo/semantics/OpenAccess
    • Accession Number:
      edsbas.794F1E8