Aittala, Miika
- Analyzing and Improving the Image Quality of StyleGAN
2019/12/03 by Tero Karras, Karras, Tero, Samuli Laine +9 · 2 voices · 240 citations
#cs.CV #cs.LG #cs.NE #eess.IV #stat.ML
- Noise2Noise: Learning Image Restoration without Clean Data
2018/03/12 by Jaakko Lehtinen, Jacob Munkberg, Lehtinen, Jaakko +11 · 3 voices · 63 citations
Computer Science · Earth and Planetary Sciences · Mathematics · #Advanced Image Processing Techniques #Image and Signal Denoising Methods #Seismic Imaging and Inversion Techniques #cs.CV #cs.LG #stat.ML
- Elucidating the Design Space of Diffusion-Based Generative Models
2022/06/01 by Tero Karras, Miika Aittala, Karras, Tero +5 · 5 voices · 591 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #cs.CV #cs.AI #cs.LG #cs.NE #stat.ML
- Alias-Free Generative Adversarial Networks
2021/06/23 by Tero Karras, Karras, Tero, Miika Aittala +11 · 105 citations
Computer Science · #Advanced Image Processing Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)
- Training Generative Adversarial Networks with Limited Data
2020/06/11 by Tero Karras, Karras, Tero, Miika Aittala +9 · 79 citations
Computer Science · Physics and Astronomy · #Generative Adversarial Networks and Image Synthesis #Human Pose and Action Recognition #Model Reduction and Neural Networks
- Analyzing and Improving the Training Dynamics of Diffusion Models
2023/12/05 by Tero Karras, Karras, Tero, Miika Aittala +9 · 122 citations
Computer Science · Engineering · Materials Science · #Stochastic Gradient Optimization Techniques #Advanced Memory and Neural Computing #Machine Learning in Materials Science
- eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers
2022/11/02 by Yogesh Balaji, Balaji, Yogesh, Seungjun Nah +22 · 92 citations
Computer Science · #Generative Adversarial Networks and Image Synthesis
- Guiding a Diffusion Model with a Bad Version of Itself
2024/06/04 by Tero Karras, Karras, Tero, Miika Aittala +9 · 102 citations
Computer Science · Medicine · #Advanced Neuroimaging Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Medical Image Segmentation Techniques #Neural and Evolutionary Computing (cs.NE)
- Applying Guidance in a Limited Interval Improves Sample and Distribution Quality in Diffusion Models
2024/04/11 by Tuomas Kynkäänniemi, Miika Aittala, Kynkäänniemi, Tuomas +9 · 77 citations
Medicine · Computer Science · #Advanced Neuroimaging Techniques and Applications #MRI in cancer diagnosis #Generative Adversarial Networks and Image Synthesis
- Generative Novel View Synthesis with 3D-Aware Diffusion Models
2023/04/05 by Eric R. Chan, Chan, Eric R., Koki Nagano +17 · 28 citations
Computer Science · #Advanced Vision and Imaging #Artificial Intelligence (cs.AI) #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Graphics (cs.GR)
- The Role of ImageNet Classes in Fréchet Inception Distance
2022/03/11 by Tuomas Kynkäänniemi, Tero Karras, Kynkäänniemi, Tuomas +6 · 22 citations
Computer Science · Social Sciences · #Explainable Artificial Intelligence (XAI) #Generative Adversarial Networks and Image Synthesis #Ethics and Social Impacts of AI
- Generating Long Videos of Dynamic Scenes
2022/06/07 by Tim Brooks, Brooks, Tim, Janne Hellsten +15 · 14 citations
Computer Science · #Advanced Vision and Imaging #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Video Analysis and Summarization
- A Dataset of Multi-Illumination Images in the Wild
2019/10/17 by Murmann, Lukas, Gharbi, Michael, Aittala, Miika +1 · 6 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Elucidated Rolling Diffusion Models for Probabilistic Forecasting of Complex Dynamics
2025/06/24 by Salva Rühling Cachay, Miika Aittala, Cachay, Salva Rühling +11 · 3 citations
Engineering · Environmental Science · #Artificial Intelligence (cs.AI) #Atmospheric and Oceanic Physics (physics.ao-ph) #Energy Load and Power Forecasting #FOS: Computer and information sciences #FOS: Physical sciences #Hydrological Forecasting Using AI #Hydrology and Drought Analysis #Machine Learning (cs.LG) #Machine Learning (stat.ML)