Research output per year
Research output per year
Search results
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2025
Applying Guidance in a Limited Interval Improves Sample and Distribution Quality in Diffusion Models
Kynkäänniemi, T., Aittala, M., Karras, T., Laine, S., Aila, T. & Lehtinen, J., 2025, Advances in Neural Information Processing Systems 37 (NeurIPS 2024). Globerson, A., Mackey, L., Belgrave, D., Fan, A., Paquet, U., Tomczak, J. & Zheng, C. (eds.). Curran Associates Inc., (Advances in Neural Information Processing Systems; vol. 37).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access -
Enhanced EEG Forecasting: A Probabilistic Deep Learning Approach
Pankka, H., Lehtinen, J., Ilmoniemi, R. & Roine, T., 18 Mar 2025, In: Neural Computation. 37, 4, p. 793-814 22 p.Research output: Contribution to journal › Article › Scientific › peer-review
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Guiding a Diffusion Model with a Bad Version of Itself
Karras, T., Aittala, M., Kynkäänniemi, T., Lehtinen, J., Aila, T. & Laine, S., 2025, Advances in Neural Information Processing Systems 37 (NeurIPS 2024). Globerson, A., Mackey, L., Belgrave, D., Fan, A., Paquet, U., Tomczak, J. & Zhang, C. (eds.). Curran Associates Inc.Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access -
2024
Analyzing and Improving the Training Dynamics of Diffusion Models
Karras, T., Aittala, M., Lehtinen, J., Hellsten, J., Aila, T. & Laine, S., 2024, Proceedings - 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2024. IEEE, p. 24174-24184 11 p. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access21 Citations (Scopus) -
2023
A Hybrid Generator Architecture for Controllable Face Synthesis
Mensah, D., Kim, N. H., Aittala, M., Laine, S. & Lehtinen, J., 23 Jul 2023, Proceedings - SIGGRAPH 2023 Conference Papers. Spencer, S. N. (ed.). ACM, p. 1-10 10 p. 69Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open AccessFile5 Citations (Scopus)71 Downloads (Pure) -
Invertible Hierarchical Generative Model for Images
Timonen, H., Aittala, M. & Lehtinen, J., 2023, In: Transactions on Machine Learning Research. 2023, 23 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile139 Downloads (Pure) -
The Role of ImageNet Classes in Fréchet Inception Distance
Kynkäänniemi, T., Karras, T., Aittala, M., Aila, T. & Lehtinen, J., 1 May 2023, 11th International Conference on Learning Representations (ICLR 2023). Curran Associates Inc., 26 p.Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access -
2022
Disentangling random and cyclic effects in time-lapse sequences
Härkönen, E., Aittala, M., Kynkäänniemi, T., Laine, S., Aila, T. & Lehtinen, J., 22 Jul 2022, In: ACM Transactions on Graphics. 41, 4, 72.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access5 Citations (Scopus)