Projects funded by the NCN

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Information of the project and the call

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Generating real-life images by AutoEncoder based models

2019/33/B/ST6/00894

Keywords:

deep learning neural networks neural network generative model AutoEncoder

Descriptors:

  • ST6_7: Artificial intelligence, intelligent systems, multi-agent systems

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.

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr Przemysław Ernest Spurek 

Number of co-investigators in the project: 6

Call: OPUS 17 - announced on 2019-03-15

Amount awarded: 552 254 PLN

Project start date (Y-m-d): 2020-02-20

Project end date (Y-m-d): 2023-08-19

Project duration:: 42 months (the same as in the proposal)

Project status: Project settled

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 (13)
  • Articles in post-conference publications (24)
  1. OneFlow: One-class flow for anomaly detection based on a minimal volume region
    Authors:
    Lukasz Maziarka, Marek Smieja, Marcin Sendera, Lukasz Struski, Jacek Tabor, Przemyslaw Spurek
    Academic press:
    IEEE Transactions on Pattern Analysis and Machine Intelligence (rok: 2022, tom: 44, strony: 8508-8519), Wydawca: IEEE
    Status:
    Accepted for publication
    DOI:
    10.1109/TPAMI.2021.3108223 - link to the publication
  2. Generative models with kernel distance in data space
    Authors:
    Szymon Knop, Marcin Mazur, Przemysław Spurek, Jacek Tabor, Igor Podolak
    Academic press:
    Neurocomputing (rok: 2022, tom: 487, strony: 119–129), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.neucom.2022.02.053 - link to the publication
  3. General hypernetwork framework for creating 3D point clouds
    Authors:
    Przemyslaw Spurek, Maciej Zieba, Jacek Tabor, Tomasz Trzcinski
    Academic press:
    IEEE Transactions on Pattern Analysis and Machine Intelligence (rok: 2022, tom: 44, strony: 9995-10008), Wydawca: IEEE
    Status:
    Accepted for publication
    DOI:
    10.1109/TPAMI.2021.3131131 - link to the publication
  4. HyperColor: A HyperNetwork Approach for Synthesizing Auto-Colored 3D Models for Game Scenes Population
    Authors:
    I. Kostiuk, P. Stachura, S. K. Tadeja, T. Trzciński and P. Spurek
    Academic press:
    IEEE Transactions on Games (rok: 2022, tom: -, strony: -), Wydawca: -
    Status:
    Accepted for publication
    DOI:
    10.1109/TG.2022.3190792 - link to the publication
  5. Generative models with kernel distance in data space
    Authors:
    Szymon Knop, Marcin Mazur, Przemysław Spurek, Jacek Tabor, Igor Podolak
    Academic press:
    Neurocomputing (rok: 2022, tom: 487, strony: 119–129), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.neucom.2022.02.053 - link to the publication
  6. General hypernetwork framework for creating 3D point clouds
    Authors:
    Przemyslaw Spurek, Maciej Zieba, Jacek Tabor, Tomasz Trzcinski
    Academic press:
    IEEE Transactions on Pattern Analysis and Machine Intelligence (rok: 2022, tom: 44, strony: 9995-10008), Wydawca: IEEE
    Status:
    Accepted for publication
    DOI:
    10.1109/TPAMI.2021.3131131 - link to the publication
  7. HyperColor: A HyperNetwork Approach for Synthesizing Auto-Colored 3D Models for Game Scenes Population
    Authors:
    I. Kostiuk, P. Stachura, S. K. Tadeja, T. Trzciński and P. Spurek
    Academic press:
    IEEE Transactions on Games (rok: 2022, tom: -, strony: -), Wydawca: -
    Status:
    Accepted for publication
    DOI:
    10.1109/TG.2022.3190792 - link to the publication
  8. LocoGAN-Locally convolutional GAN
    Authors:
    Ł. Struski. S. Knop, P. Spurek, W. Daniec, J. Tabor
    Academic press:
    Computer Vision and Image Understanding (rok: 2022, tom: 221, strony: 1077-3142), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.cviu.2022.103462 - link to the publication
  9. Generative models with kernel distance in data space
    Authors:
    Szymon Knop, Marcin Mazur, Przemysław Spurek, Jacek Tabor, Igor Podolak
    Academic press:
    Neurocomputing (rok: 2022, tom: 487, strony: 119–129), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.neucom.2022.02.053 - link to the publication
  10. LocoGAN-Locally convolutional GAN
    Authors:
    Ł. Struski. S. Knop, P. Spurek, W. Daniec, J. Tabor
    Academic press:
    Computer Vision and Image Understanding (rok: 2022, tom: 221, strony: 1077-3142), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.cviu.2022.103462 - link to the publication
  11. OneFlow: One-class flow for anomaly detection based on a minimal volume region
    Authors:
    Lukasz Maziarka, Marek Smieja, Marcin Sendera, Lukasz Struski, Jacek Tabor, Przemyslaw Spurek
    Academic press:
    IEEE Transactions on Pattern Analysis and Machine Intelligence (rok: 2022, tom: 44, strony: 8508-8519), Wydawca: IEEE
    Status:
    Accepted for publication
    DOI:
    10.1109/TPAMI.2021.3108223 - link to the publication
  12. General hypernetwork framework for creating 3D point clouds
    Authors:
    Przemyslaw Spurek, Maciej Zieba, Jacek Tabor, Tomasz Trzcinski
    Academic press:
    IEEE Transactions on Pattern Analysis and Machine Intelligence (rok: 2021, ), Wydawca: IEEE
    Status:
    Accepted for publication
    DOI:
    10.1109/TPAMI.2021.3131131 - link to the publication
  13. OneFlow: One-class flow for anomaly detection based on a minimal volume region
    Authors:
    Lukasz Maziarka, Marek Smieja, Marcin Sendera, Lukasz Struski, Jacek Tabor, Przemyslaw Spurek
    Academic press:
    IEEE Transactions on Pattern Analysis and Machine Intelligence (rok: 2021, ), Wydawca: IEEE
    Status:
    Accepted for publication
    DOI:
    10.1109/TPAMI.2021.3108223 - link to the publication
  1. HyperPocket: generative point cloud completion
    Authors:
    P. Spurek, A. Kasymov, M. Mazur, D. Janik, S. Tadeja, Ł. Struski, J. Tabor, T. Trzciński
    Conference:
    2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (rok: 2022, tom: 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), strony: 6848-6853), Wydawca: IEEE
    Data:
    konferencja 23-27.10.2022
    Status:
    Published
    DOI:
    10.1109/IROS47612.2022.9981829 - link to the publication
  2. LIDL: Local Intrinsic Dimension Estimation Using Approximate Likelihood
    Authors:
    P. Tempczyk, R. Michaluk, Ł. Garncarek, P. Spurek, J. Tabor, A. Golinski
    Conference:
    Proceedings of the 39th International Conference on Machine Learning (rok: 2022, tom: International Conference on Machine Learning (ICML)), strony: 21205--21231), Wydawca: PMLR
    Data:
    konferencja 17-23.07.22
    Status:
    Published
    DOI:
    link to the publication
  3. Non-linear ICA Based on Cramer-Wold Metric
    Authors:
    Przemysław Spurek, Aleksandra Nowak, Jacek Tabor, Łukasz Maziarka, Stanisław Jastrzębski
    Conference:
    International Conference on Neural Information Processing (rok: 2020, tom: ICONIP 2020, strony: 294-305), Wydawca: Springer
    Data:
    konferencja 18-22.11.2020
    Status:
    Published
    DOI:
    10.1007/978-3-030-63836-8_25 - link to the publication
  4. LIDL: Local Intrinsic Dimension Estimation Using Approximate Likelihood
    Authors:
    P. Tempczyk, R. Michaluk, Ł. Garncarek, P. Spurek, J. Tabor, A. Golinski
    Conference:
    Proceedings of the 39th International Conference on Machine Learning (rok: 2022, tom: International Conference on Machine Learning (ICML)), strony: 21205--21231), Wydawca: PMLR
    Data:
    konferencja 17-23.07.22
    Status:
    Published
    DOI:
    link to the publication
  5. Hypernetwork approach to generating point clouds
    Authors:
    Przemysław Spurek, Sebastian Winczowski, Jacek Tabor, Maciej Zamorski, Maciej Zieba, Tomasz Trzcinski
    Conference:
    Proceedings of the 37th International Conference on Machine Learning (rok: 2020, tom: ICML, strony: 9099-9108), Wydawca: PMLR
    Data:
    konferencja 12-18.07.2020
    Status:
    Published
  6. Fast and Stable Interval Bounds Propagation for Training Verifiably Robust Models
    Authors:
    Morawiecki Paweł, Spurek Przemysław, Śmieja Marek, Tabor Jacek
    Conference:
    ESANN 2020 : proceedings 28th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (rok: 2020, tom: ESANN 2020, strony: 55-60), Wydawca: i6doc
    Data:
    konferencja 2-4.10.2020
    Status:
    Published
  7. Spatial Graph Convolutional Networks
    Authors:
    Tomasz Danel, Przemysław Spurek, Jacek Tabor, Marek Śmieja, Łukasz Struski, Agnieszka Słowik, Łukasz Maziarka
    Conference:
    International Conference on Neural Information Processing (rok: 2020, tom: ICONIP 2020, strony: 668-675), Wydawca: Springer
    Data:
    konferencja 18-22.11.2020
    Status:
    Published
    DOI:
    10.1007/978-3-030-63823-8_76 - link to the publication
  8. Continual Learning with Guarantees via Weight Interval Constraints
    Authors:
    M. Wołczyk, K. Piczak, B. Wójcik, Ł. Pustelnik, P. Morawiecki, J. Tabor, T. Trzcinski, P. Spurek
    Conference:
    Proceedings of the 39th International Conference on Machine Learning (rok: 2022, tom: International Conference on Machine Learning (ICML)), strony: 23897--23911), Wydawca: PMLR
    Data:
    konferencja 12-18.07.2020
    Status:
    Published
    DOI:
    link to the publication
  9. Fast and Stable Interval Bounds Propagation for Training Verifiably Robust Models
    Authors:
    Morawiecki Paweł, Spurek Przemysław, Śmieja Marek, Tabor Jacek
    Conference:
    ESANN 2020 : proceedings 28th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (rok: 2020, tom: ESANN 2020, strony: 55-60), Wydawca: i6doc
    Data:
    konferencja 2-4.10.2020
    Status:
    Published
  10. Non-Gaussian Gaussian Processes for Few-Shot Regression
    Authors:
    Marcin Sendera, Jacek Tabor, Aleksandra Nowak, Andrzej Bedychaj, Massimiliano Patacchiola, Tomasz Trzcinski, Przemysław Spurek, Maciej Zieba
    Conference:
    Advances in Neural Information Processing Systems (rok: 2021, tom: NeurIPS 2021, strony: )
    Data:
    konferencja 2021.12.06
    Status:
    Accepted for publication
  11. Processing of Incomplete Images by (Graph) Convolutional Neural Networks
    Authors:
    Tomasz Danel, Marek Śmieja, Łukasz Struski, Przemysław Spurek, Łukasz Maziarka
    Conference:
    International Conference on Neural Information Processing (rok: 2020, tom: ICONIP 2020, strony: 512-523), Wydawca: Springer
    Data:
    konferencja 18-22.11.2020
    Status:
    Published
    DOI:
    10.1007/978-3-030-63833-7_43 - link to the publication
  12. Non-Gaussian Gaussian Processes for Few-Shot Regression
    Authors:
    Marcin Sendera, Jacek Tabor, Aleksandra Nowak, Andrzej Bedychaj, Massimiliano Patacchiola, Tomasz Trzcinski, Przemysław Spurek, Maciej Zieba
    Conference:
    Advances in Neural Information Processing Systems (rok: 2021, tom: NeurIPS 2021, strony: )
    Data:
    konferencja 2021.12.06
    Status:
    Accepted for publication
  13. Fast and Stable Interval Bounds Propagation for Training Verifiably Robust Models
    Authors:
    Morawiecki Paweł, Spurek Przemysław, Śmieja Marek, Tabor Jacek
    Conference:
    ESANN 2020 : proceedings 28th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (rok: 2020, tom: ESANN 2020, strony: 55-60), Wydawca: i6doc
    Data:
    konferencja 2-4.10.2020
    Status:
    Published
  14. Non-Gaussian Gaussian Processes for Few-Shot Regression
    Authors:
    Marcin Sendera, Jacek Tabor, Aleksandra Nowak, Andrzej Bedychaj, Massimiliano Patacchiola, Tomasz Trzcinski, Przemysław Spurek, Maciej Zieba
    Conference:
    Advances in Neural Information Processing Systems (rok: 2021, tom: NeurIPS 2021, strony: )
    Data:
    konferencja 2021.12.06
    Status:
    Accepted for publication
  15. Spatial Graph Convolutional Networks
    Authors:
    Tomasz Danel, Przemysław Spurek, Jacek Tabor, Marek Śmieja, Łukasz Struski, Agnieszka Słowik, Łukasz Maziarka
    Conference:
    International Conference on Neural Information Processing (rok: 2020, tom: ICONIP 2020, strony: 668-675), Wydawca: Springer
    Data:
    konferencja 18-22.11.2020
    Status:
    Published
    DOI:
    10.1007/978-3-030-63823-8_76 - link to the publication
  16. Processing of Incomplete Images by (Graph) Convolutional Neural Networks
    Authors:
    Tomasz Danel, Marek Śmieja, Łukasz Struski, Przemysław Spurek, Łukasz Maziarka
    Conference:
    International Conference on Neural Information Processing (rok: 2020, tom: ICONIP 2020, strony: 512-523), Wydawca: Springer
    Data:
    konferencja 18-22.11.2020
    Status:
    Published
    DOI:
    10.1007/978-3-030-63833-7_43 - link to the publication
  17. Hypernetwork approach to generating point clouds
    Authors:
    Przemysław Spurek, Sebastian Winczowski, Jacek Tabor, Maciej Zamorski, Maciej Zieba, Tomasz Trzcinski
    Conference:
    Proceedings of the 37th International Conference on Machine Learning (rok: 2020, tom: ICML, strony: 9099-9108), Wydawca: PMLR
    Data:
    konferencja 12-18.07.2020
    Status:
    Published
  18. Spatial Graph Convolutional Networks
    Authors:
    Tomasz Danel, Przemysław Spurek, Jacek Tabor, Marek Śmieja, Łukasz Struski, Agnieszka Słowik, Łukasz Maziarka
    Conference:
    International Conference on Neural Information Processing (rok: 2020, tom: ICONIP 2020, strony: 668-675), Wydawca: Springer
    Data:
    konferencja 18-22.11.2020
    Status:
    Published
    DOI:
    10.1007/978-3-030-63823-8_76 - link to the publication
  19. Hypernetwork approach to generating point clouds
    Authors:
    Przemysław Spurek, Sebastian Winczowski, Jacek Tabor, Maciej Zamorski, Maciej Zieba, Tomasz Trzcinski
    Conference:
    Proceedings of the 37th International Conference on Machine Learning (rok: 2020, tom: ICML, strony: 9099-9108), Wydawca: PMLR
    Data:
    konferencja 12-18.07.2020
    Status:
    Published
  20. HyperPocket: generative point cloud completion
    Authors:
    P. Spurek, A. Kasymov, M. Mazur, D. Janik, S. Tadeja, Ł. Struski, J. Tabor, T. Trzciński
    Conference:
    2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (rok: 2022, tom: 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), strony: 6848-6853), Wydawca: IEEE
    Data:
    konferencja 23-27.10.2022
    Status:
    Published
    DOI:
    10.1109/IROS47612.2022.9981829 - link to the publication
  21. Processing of Incomplete Images by (Graph) Convolutional Neural Networks
    Authors:
    Tomasz Danel, Marek Śmieja, Łukasz Struski, Przemysław Spurek, Łukasz Maziarka
    Conference:
    International Conference on Neural Information Processing (rok: 2020, tom: ICONIP 2020, strony: 512-523), Wydawca: Springer
    Data:
    konferencja 18-22.11.2020
    Status:
    Published
    DOI:
    10.1007/978-3-030-63833-7_43 - link to the publication
  22. Continual Learning with Guarantees via Weight Interval Constraints
    Authors:
    M. Wołczyk, K. Piczak, B. Wójcik, Ł. Pustelnik, P. Morawiecki, J. Tabor, T. Trzcinski, P. Spurek
    Conference:
    Proceedings of the 39th International Conference on Machine Learning (rok: 2022, tom: International Conference on Machine Learning (ICML)), strony: 23897--23911), Wydawca: PMLR
    Data:
    konferencja 12-18.07.2020
    Status:
    Published
    DOI:
    link to the publication
  23. Non-linear ICA Based on Cramer-Wold Metric
    Authors:
    Przemysław Spurek, Aleksandra Nowak, Jacek Tabor, Łukasz Maziarka, Stanisław Jastrzębski
    Conference:
    International Conference on Neural Information Processing (rok: 2020, tom: ICONIP 2020, strony: 294-305), Wydawca: Springer
    Data:
    konferencja 18-22.11.2020
    Status:
    Published
    DOI:
    10.1007/978-3-030-63836-8_25 - link to the publication
  24. Non-linear ICA Based on Cramer-Wold Metric
    Authors:
    Przemysław Spurek, Aleksandra Nowak, Jacek Tabor, Łukasz Maziarka, Stanisław Jastrzębski
    Conference:
    International Conference on Neural Information Processing (rok: 2020, tom: ICONIP 2020, strony: 294-305), Wydawca: Springer
    Data:
    konferencja 18-22.11.2020
    Status:
    Published
    DOI:
    10.1007/978-3-030-63836-8_25 - link to the publication

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