Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

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3D generative models based on NeRF representation

2023/50/E/ST6/00068

Keywords:

NeRF implic reprezention metalearning,3D objects

Descriptors:

  • ST6_07:
  • ST6_11:

Panel:

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

Host institution :

Uniwersytet Jagielloński, Wydział Matematyki i Informatyki

woj. 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 (Y-m-d): 2024-08-01

Project end date (Y-m-d): 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)
  • Articles in post-conference publications (7)
  1. 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 (rok: 2026, tom: 671, strony: 132748), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.neucom.2026.132748 - link to the publication
  2. 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 (rok: 2025, tom: 279, strony: 0957-4174), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.eswa.2025.127350 - link to the publication
  3. Hypernetwork approach to rapid NeRF adaptation
    Authors:
    Paweł Batorski, Dawid Malarz, Marcin Przewieźlikowski, Marcin Mazur, Sławomir Tadeja, Przemysław Spurek
    Academic press:
    Knowledge-Based Systems (rok: 2026, tom: 332, strony: 114861), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.knosys.2025.114861 - 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 (rok: 2025, tom: 717, strony: 0020-0255), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.ins.2025.122261 - link to the publication
  1. 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) (rok: 2025, tom: 2025 IEEE 12th International Conference on Data Science and Advanced Analytics (DSAA), strony: 46031), Wydawca: IEEE
    Data:
    konferencja 2025
    Status:
    Published
    DOI:
    10.1109/DSAA65442.2025.11247994 - link to the publication
  2. 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 (rok: 2025, tom: 34th ACM International Conference on Information and Knowledge Management (CIKM)), strony: 2063 - 2073), Wydawca: ACM
    Data:
    konferencja 10-14.11.2025
    Status:
    Published
    DOI:
    10.1145/3746252.3761405 - link to the publication
  3. 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) (rok: 2025, tom: The Thirteenth International Conference on Learning Representations (ICLR), strony: -), Wydawca: OpenReview.net
    Data:
    konferencja 24-28.04.2025
    Status:
    Published
    DOI:
    10.05050 - link to the publication
  4. 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) (rok: 2025, tom: 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), strony: 297-305), Wydawca: IEEE
    Data:
    konferencja 28.02-04.03.2026
    Status:
    Published
    DOI:
    10.1109/WACV61041.2025.00039 - link to the publication
  5. 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) (rok: 2025, tom: 2025 International Joint Conference on Neural Networks (IJCNN), strony: 46029), Wydawca: EEE
    Data:
    konferencja 30.06-5.07.2025
    Status:
    Published
    DOI:
    10.1109/IJCNN64981.2025.11228018 - link to the publication
  6. 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 (rok: 2025, tom: 28th European Conference on Artificial Intelligence, strony: 435 - 442), Wydawca: IOS Press
    Data:
    konferencja 25-30.10.2025
    Status:
    Published
    DOI:
    10.3233/FAIA250836 - link to the publication
  7. 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 (rok: 2025, tom: AAAI Conference on Artificial Intelligence, strony: 29325--29327), Wydawca: AAAI Press
    Data:
    konferencja 25.02-04.03.2025
    Status:
    Published
    DOI:
    10.1609/aaai.v39i28.35239 - link to the publication

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