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M. Aittala

23 papers hereh-index 2921.9k citations45 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author22

Across the 23 of 23 papers where every author was matched, so the position is known.

fields
  • cs.CV18
  • cs.GR3
  • cs.LG1
  • eess.IV1

identity via Semantic Scholar / OpenAlex

activity
20182026
most citedNoise2Noise: Learning Image Restoration without Clean Data

980 citations · 3.7k across the 19 of their papers we have counts for

collaborators
Showing 2019 · cs.CVShow all

4 papers · 2 filters

cs.CV2019★ 14 cited

Computational Mirrors: Blind Inverse Light Transport by Deep Matrix Factorization

Miika Aittala, Prafull Sharma, Lukas Murmann +4

We recover a video of the motion taking place in a hidden scene by observing changes in indirect illumination in a nearby uncalibrated visible region. We solve this problem by fact…

cs.CV2019

Analyzing and Improving the Image Quality of StyleGAN

Tero Karras, Samuli Laine, Miika Aittala +3

The style-based GAN architecture (StyleGAN) yields state-of-the-art results in data-driven unconditional generative image modeling. We expose and analyze several of its characteris…

cs.CV2019

A Dataset of Multi-Illumination Images in the Wild

Lukas Murmann, Michael Gharbi, Miika Aittala +1

Collections of images under a single, uncontrolled illumination have enabled the rapid advancement of core computer vision tasks like classification, detection, and segmentation. B…

cs.CV2019★ 26 cited

Generating Training Data for Denoising Real RGB Images via Camera Pipeline Simulation

Ronnachai Jaroensri, Camille Biscarrat, Miika Aittala +1

Image reconstruction techniques such as denoising often need to be applied to the RGB output of cameras and cellphones. Unfortunately, the commonly used additive white noise (AWGN)…

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