{
  "abstract": "We present a universal deep learning method that reconstructs super-resolved images of quantum emitters from a single camera frame measurement. Trained on physics-based synthetic data spanning diverse point-spread functions, aberrations, and noise, the network generalizes across experimental conditions without system-specific retraining. We validate the approach on low- and high-density In-(Ga)As quantum dots and strain-induced dots in 2D monolayer WSe₂, resolving overlapping emitters even under low signal-to-noise ratios and inhomogeneous backgrounds. By eliminating calibration and iterative acquisitions, this single-shot strategy enables rapid, robust computational super-resolution for nanoscale characterization and quantum-photonic device fabrication.",
  "abstract_shown": true,
  "affiliations": [
    "Department of Optics, Faculty of Science, Palacký University, 17. listopadu 12, 77900 Olomouc, Czechia.",
    "Department of Physics, Stockholm University, 10691 Stockholm, Sweden.",
    "Institut of Physics, University of Oldenburg, D-26129 Oldenburg, Germany.",
    "University of Applied Sciences Emden/Leer, 26723 Emden, Germany.",
    "Technische Physik, Physikalisches Institut and Würzburg-Dresden Cluster of Excellence ct.qmat, Universität Würzburg, Am Hubland, D-97074 Würzburg, Germany.",
    "Institute of Applied Physics, Abbe Center of Photonics, Friedrich Schiller University Jena, 07743 Jena, Germany.",
    "Fraunhofer-Institute for Applied Optics and Precision Engineering IOF, 07743 Jena, Germany.",
    "Max-Planck-School of Photonics, 07743 Jena, Germany.",
    "Materials Science and Engineering, School for Engineering of Matter, Transport, and Energy, Arizona State University, Tempe, Arizona 85287, United States."
  ],
  "article_type": "research article",
  "arxiv": null,
  "author_total": 12,
  "authors": [
    {
      "affs": [
        0
      ],
      "name": "Dominik Vašinka",
      "orcid": "0000-0003-3218-8717"
    },
    {
      "affs": [
        1
      ],
      "name": "Jaewon Lee"
    },
    {
      "affs": [
        1
      ],
      "name": "Charlie Stalker"
    },
    {
      "affs": [
        2
      ],
      "name": "Victor Mitryakhin",
      "orcid": "0000-0003-4765-8507"
    },
    {
      "affs": [
        2
      ],
      "name": "Ivan Solovev"
    },
    {
      "affs": [
        2,
        3
      ],
      "name": "Sven Stephan"
    },
    {
      "affs": [
        4
      ],
      "name": "Sven Höfling",
      "orcid": "0000-0003-0034-4682"
    },
    {
      "affs": [
        5,
        6,
        7
      ],
      "name": "Falk Eilenberger"
    },
    {
      "affs": [
        8
      ],
      "name": "Seth Ariel Tongay"
    },
    {
      "affs": [
        2
      ],
      "name": "Christian Schneider"
    },
    {
      "affs": [
        0
      ],
      "name": "Miroslav Ježek"
    },
    {
      "affs": [
        1
      ],
      "name": "Ana Predojević"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/516kgkvarnwf8.bib",
  "cited_by": 0,
  "doi": "10.1021/acsnanoscienceau.5c00198",
  "fulltext_url": "https://europepmc.org/articles/PMC13693260",
  "id": "516kgkvarnwf8",
  "issns": [
    "2694-2496"
  ],
  "landing_url": "https://europepmc.org/article/MED/42921104",
  "language": "eng",
  "licence": "CC-BY",
  "licence_label": "CC BY",
  "licence_source": "article",
  "licence_url": "https://creativecommons.org/licenses/by/4.0/",
  "metadata_licence": null,
  "native_subjects": [
    [
      "openalex",
      "3107|Semiconductor Quantum Structures and Devices"
    ]
  ],
  "openalex": "W4414981738",
  "pdf_url": "https://europepmc.org/articles/PMC13693260?pdf=render",
  "pmcid": "PMC13693260",
  "pmid": "42921104",
  "published": "2026-08-05",
  "publisher": null,
  "ris": "https://research.draconitic.com/paper/516kgkvarnwf8.ris",
  "sources": [
    {
      "first_seen": "2026-10-30T12:21:02Z",
      "native_id": "MED:42921104",
      "source": "europepmc",
      "url": "https://europepmc.org/article/MED/42921104"
    }
  ],
  "subjects": [
    {
      "field": "physics",
      "origin": "openalex:3107|Semiconductor Quantum Structures and Devices",
      "subfield": "amo"
    }
  ],
  "title": "Universal Computational Super-Resolution Framework for Imaging of Quantum Dots.",
  "title_text": "Universal Computational Super-Resolution Framework for Imaging of Quantum Dots.",
  "type": "peer-reviewed",
  "updated_at": "2026-10-30T12:21:02Z",
  "url": "https://research.draconitic.com/paper/516kgkvarnwf8",
  "venue": "ACS nanoscience Au",
  "versions": []
}