Learning Pixel-Perfect 3D Vision and Generative Modeling

Project Information

PIPE

Grant agreement ID: 866435

DOI

10.3030/866435

Project closed

EC signature date 7 February 2020

Start date 1 September 2020

End date 31 August 2025

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost

€ 1 858 013,00

EU contribution

€ 1 858 013,00

Coordinated by

AALTO KORKEAKOULUSAATIO SR
Finland

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Conference proceedings (10)

Analyzing and Improving the Training Dynamics of Diffusion Models

Author(s): Tero Karras, Miika Aittala, Jaakko Lehtinen, Janne Hellsten, Timo Aila, Samuli Laine
Published in: 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024, Page(s) 24174-24184
Publisher: IEEE
DOI: 10.1109/cvpr52733.2024.02282

Data-driven Pixel Filter Aware MIP Maps for SVBRDFs

Author(s): Pauli Kemppinen, Miika Aittala, Jaakko Lehtinen
Published in: Eurographics Symposium on Rendering, 2023
Publisher: The Eurographics Association
DOI: 10.2312/sr.20231124

A Hybrid Generator Architecture for Controllable Face Synthesis

Author(s): Dann Mensah; Nam Hee Kim; Miika Aittala; Samuli Laine; Jaakko Lehtinen
Published in: ACM SIGGRAPH 2023 Conference Proceedings, Issue 2, 2023
Publisher: Association for Computing Machinery
DOI: 10.1145/3588432.3591563

The Role of ImageNet Classes in Fréchet Inception Distance

Author(s): Kynkäänniemi, Tuomas; Karras, Tero; Aittala, Miika; Aila, Timo; Lehtinen, Jaakko
Published in: Proc. International Conference on Learning Representations (ICLR) 2023, 2023
Publisher: International Conference on Learning Representations (ICLR)

Solving Audio Inverse Problems with a Diffusion Model

Author(s): Moliner, Eloi; Lehtinen, Jaakko; Välimäki, Vesa
Published in: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
Publisher: IEEE
DOI: 10.1109/icassp49357.2023.10095637

Guiding a Diffusion Model with a Bad Version of Itself

Author(s): Timo Aila, Miika Aittala, Tero Karras, Tuomas Kynkäänniemi, Samuli Laine, Jaakko Lehtinen
Published in: Advances in Neural Information Processing Systems 37, 2025, Page(s) 52996-53021
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.52202/079017-1679

Appearance-Driven Automatic 3D Model Simplification

Author(s): Jon Hasselgren, Jacob Munkberg, Jaakko Lehtinen, Miika Aittala, Samuli Laine
Published in: Proc. EUROGRAPHICS Symposium on Rendering 2021, 2021
Publisher: EUROGRAPHICS Association
DOI: 10.2312/sr.20211293

Applying Guidance in a Limited Interval Improves Sample and Distribution Quality in Diffusion Models

Author(s): Timo Aila, Miika Aittala, Tero Karras, Tuomas Kynkäänniemi, Samuli Laine, Jaakko Lehtinen
Published in: Advances in Neural Information Processing Systems 37, 2025, Page(s) 122458-122483
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.52202/079017-3892

Alias-Free Generative Adversarial Networks

Author(s): Tero Karras, Miika Aittala, Samuli Laine, Erik Härkönen, Janne Hellsten, Jaakko Lehtinen, Timo Aila
Published in: Advances in Neural Information Processing Systems 34 (NeurIPS 2021), 2021, ISBN 9781713845393
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)

Generating Long Videos of Dynamic Scenes

Author(s): Brooks, Tim; Hellsten, Janne; Aittala, Miika; Wang, Ting-chun; Aila, Timo; Lehtinen, Jaakko; Liu, Ming-Yu; Efros, Alexei A; Karras, Tero
Published in: Advances in Neural Information Processing Systems 35 (NeurIPS 2022), 2022, ISBN 9781713871088
Publisher: NeurIPS foundation

Peer reviewed articles (4)

Evaluating and Sampling Glinty NDFs in Constant Time

Author(s): Pauli Kemppinen, Loïs Paulin, Théo Thonat, Jean Thiery, Jaakko Lehtinen, Tamy Boubekeur
Published in: ACM Transactions on Graphics (Proc. SIGGRAPH Asia 2025), 2025, ISSN 0730-0301
Publisher: Association for Computing Machinary, Inc.

Invertible Hierarchical Generative Model for Images

Author(s): Timonen, Heikki; Aittala, Miika; Lehtinen, Jaakko
Published in: Transactions on Machine Learning Research, Issue 11, 2023, ISSN 2835-8856
Publisher: TMLR Editorial Board

Enhanced EEG Forecasting: A Probabilistic Deep Learning Approach

Author(s): Hanna Pankka, Jaakko Lehtinen, Risto J. Ilmoniemi, Timo Roine
Published in: Neural Computation, Issue 37, 2025, Page(s) 793-814, ISSN 0899-7667
Publisher: MIT Press
DOI: 10.1162/neco_a_01743

Disentangling Random and Cyclic Effects in Time-Lapse Sequences

Author(s): Härkönen, Erik; Aittala, Miika; Kynkäänniemi, Tuomas; Laine, Samuli; Aila, Timo; Lehtinen, Jaakko
Published in: ACM Transactions on Graphics, Issue Volume 41, Issue 4, 2022, Page(s) Article 72, ISSN 0730-0301
Publisher: Association for Computing Machinary, Inc.
DOI: 10.1145/3528223.3530170