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3D generative models based on NeRF representation

2023/50/E/ST6/00068

Keywords

Descriptors

  • ST6_07: Sztuczna inteligencja, systemy inteligentne i wieloagentowe
  • ST6_11: Uczenie maszynowe, statystyczne przetwarzanie danych i zastosowania w przetwarzaniu sygnałów (np. mowy, obrazów, filmów)

Panel

ST6 – Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution

Uniwersytet Jagielloński, Wydział Matematyki i Informatyki

Voivodeship: małopolskie

Other projects carried out by the institution »

Principal investigator (from the host institution)

dr hab. Przemysław Spurek

Number of co-investigators in the project: 5

Call

SONATA BIS 13 – announced on 2023-06-19

Amount awarded
1 578 444 PLN
Project start date
2024-08-01
Project end date
2028-07-31
Project duration
48 months (the same as in the proposal)
Project status
Pending project

Project description

Download the project description in a pdf file

Note — project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Information in the final report

Publication in academic press/journals (4)

  1. Hypernetwork approach to rapid NeRF adaptation

    Authors:
    Paweł Batorski, Dawid Malarz, Marcin Przewieźlikowski, Marcin Mazur, Sławomir Tadeja, Przemysław Spurek
    Academic press:
    Knowledge-Based Systems (year: 2026, volume: 332, pages: 114861), Publisher: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.knosys.2025.114861 – link to the publication

  2. HyConEx: Hypernetwork classifier with counterfactual explanations for tabular data

    Authors:
    Patryk Marszałek, Kamil Książek, Oleksii Furman, Ulvi Movsum-zada, Przemysław Spurek, Marek Śmieja
    Academic press:
    Neurocomputing (year: 2026, volume: 671, pages: 132748), Publisher: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.neucom.2026.132748 – link to the publication

  3. MultiPlaneNeRF: Neural radiance field with non-trainable representation

    Authors:
    Dominik Zimny, Artur Kasymov, Adam Kania, Jacek Tabor, Maciej Zięba, Marcin Mazur, Przemysław Spurek
    Academic press:
    Expert Systems With Applications (year: 2025, volume: 279, pages: 0957-4174), Publisher: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.eswa.2025.127350 – link to the publication

  4. HINT: Hypernetwork approach to training weight interval regions in continual learning

    Authors:
    Patryk Krukowski, Anna Bielawska, Kamil Książek, Paweł Wawrzyński, Paweł Batorski, Przemysław Spurek
    Academic press:
    Information Sciences (year: 2025, volume: 717, pages: 0020-0255), Publisher: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.ins.2025.122261 – link to the publication

Articles in post-conference publications (7)

  1. Hypernetwork Approach to Bayesian MAML (Student Abstract)

    Authors:
    Piotr Borycki, Piotr Kubacki, Marcin Przewięźlikowski, Tomasz Kuśmierczyk, Jacek Tabor, Przemysław Spurek
    Conference:
    Proceedings of the AAAI Conference on Artificial Intelligence (year: 2025, volume: AAAI Conference on Artificial Intelligence, pages: 29325--29327), Publisher: AAAI Press
    Date:
    conference 25.02-04.03.2025
    Status:
    Published
    DOI:
    10.1609/aaai.v39i28.35239 – link to the publication

  2. Classifier-Free Guidance with Adaptive Scaling

    Authors:
    Dawid Malarz, Artur Kasymov, Maciej Zięba, Jacek Tabor, Przemysław Spurek
    Conference:
    ECAI 2025: Proceedings of the 28th European Conference on Artificial Intelligence (year: 2025, volume: 28th European Conference on Artificial Intelligence, pages: 435 - 442), Publisher: IOS Press
    Date:
    conference 25-30.10.2025
    Status:
    Published
    DOI:
    10.3233/FAIA250836 – link to the publication

  3. As Good as It KAN Get: High-Fidelity Audio Representation

    Authors:
    Patryk Marszałek, Maciej Rut, Piotr Kawa, Przemysław Spurek, Piotr Syga
    Conference:
    CIKM '25: Proceedings of the 34th ACM International Conference on Information and Knowledge Management (year: 2025, volume: 34th ACM International Conference on Information and Knowledge Management (CIKM)), pages: 2063 - 2073), Publisher: ACM
    Date:
    conference 10-14.11.2025
    Status:
    Published
    DOI:
    10.1145/3746252.3761405 – link to the publication

  4. FreSh: Frequency Shifting for Accelerated Neural Representation Learning

    Authors:
    Adam Kania, Marko Mihajlovic, Sergey Prokudin, Jacek Tabor, Przemysław Spurek
    Conference:
    The Thirteenth International Conference on Learning Representations (ICLR) (year: 2025, volume: The Thirteenth International Conference on Learning Representations (ICLR), pages: -), Publisher: OpenReview.net
    Date:
    conference 24-28.04.2025
    Status:
    Published
    DOI:
    10.48550/arXiv.2410.05050 – link to the publication

  5. GeoGuide: Geometric guidance of diffusion models

    Authors:
    Mateusz Poleski, Jacek Tabor, Przemysław Spurek
    Conference:
    2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) (year: 2025, volume: 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), pages: 297-305), Publisher: IEEE
    Date:
    conference 28.02-04.03.2026
    Status:
    Published
    DOI:
    10.1109/WACV61041.2025.00039 – link to the publication

  6. CEC-MMR: Cross-Entropy Clustering Approach to Multi-Modal Regression

    Authors:
    Krzysztof Byrski, Jacek Tabor, Przemysław Spurek, Marcin Mazur
    Conference:
    2025 International Joint Conference on Neural Networks (IJCNN) (year: 2025, volume: 2025 International Joint Conference on Neural Networks (IJCNN), pages: 46029), Publisher: EEE
    Date:
    conference 30.06-5.07.2025
    Status:
    Published
    DOI:
    10.1109/IJCNN64981.2025.11228018 – link to the publication

  7. HyperNeRFGAN: Camera-Free 3D Scene Generation via Hypernetwork-Driven Neural Radiance Fields

    Authors:
    Adam Kania, Artur Kasymov, Jakub Kościukiewicz, Artur Górak, Marcin Mazur, Maciej Zieba
    Conference:
    2025 IEEE 12th International Conference on Data Science and Advanced Analytics (DSAA) (year: 2025, volume: 2025 IEEE 12th International Conference on Data Science and Advanced Analytics (DSAA), pages: 46031), Publisher: IEEE
    Date:
    conference 2025
    Status:
    Published
    DOI:
    10.1109/DSAA65442.2025.11247994 – link to the publication

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Graphic design and implementation: Jakub Piotrowski