Jaakko Lehtinen

Jaakko Lehtinen

Professori (Associate professor)
Professori (Associate professor)
CS

Department of Computer Science

I work in the exciting intersection of computer graphics, computer vision, machine learning, and artificial intelligence.

My homepage https://users.aalto.fi/~lehtinj7/

Aalto researcher profile https://research.aalto.fi/en/persons/jaakko-lehtinen
Aalto people https://www.aalto.fi/en/people/jaakko-lehtinen

Contact information

Areas of expertise

computer graphics, physically-based image synthesis, appearance capture, realistic image synthesis

Publications

Predicting Mid-Air Interaction Movements and Fatigue Using Deep Reinforcement Learning

Noshaba Cheema, Laura A. Frey-Law, Kourosh Naderi, Jaakko Lehtinen, Philipp Slusallek, Perttu Hämäläinen 2020 Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems

Modular primitives for high-performance differentiable rendering

Samuli Laine, Janne Hellsten, Tero Karras, Yeongho Seol, Jaakko Lehtinen, Timo Aila 2020 ACM Transactions on Graphics

Few-Shot Unsupervised Image-to-Image Translation

Ming-Yu Liu, Xun Huang, Arun Mallya, Tero Karras, Timo Aila, Jaakko Lehtinen, Jan Kautz 2020 Proceedings of the International Conference on Computer Vision (ICCV2019)

PPO-CMA: Proximal Policy Optimization with Covariance Matrix Adaptation

Perttu Hämäläinen, Amin Babadi, Xiaoxiao Ma, Jaakko Lehtinen 2020 Proceedings of the 2020 IEEE 30th International Workshop on Machine Learning for Signal Processing, MLSP 2020

Training Generative Adversarial Networks with Limited Data

Tero Karras, Miika Aittala, Janne Hellsten, Samuli Laine, Jaakko Lehtinen, Timo Aila 2020 Thirty-fourth Conference on Neural Information Processing Systems

GANSpace: Discovering Interpretable GAN controls

Erik Härkönen, Aaron Hertzman, Jaakko Lehtinen, Sylvain Paris 2020 Thirty-fourth Conference on Neural Information Processing Systems

Analyzing and Improving the Image Quality of StyleGAN

T. Karras, Samuli Laine, M. Aittala, J. Hellsten, J. Lehtinen, T. Aila 2020 IEEE Computer Society Conference on Computer Vision and Pattern Recognition

Deep Convolutional Reconstruction For Gradient-Domain Rendering

Markus Kettunen, Erik Harkonen, Jaakko Lehtinen 2019 ACM Transactions on Graphics

High-Quality Self-Supervised Deep Image Denoising

Samuli Laine, Tero Karras, Jaakko Lehtinen, Timo Aila 2019 33rd Conference on Neural Information Processing Systems

Improved Precision and Recall Metric for Assessing Generative Models

Tuomas Kynkäänniemi, Tero Karras, Samuli Laine, Jaakko Lehtinen, Timo Aila 2019 33rd Conference on Neural Information Processing Systems