Essays about: "color enhancement"

Showing result 1 - 5 of 9 essays containing the words color enhancement.

  1. 1. High Resolution Quality Enhancement of Digitized Artwork using Generative Adversarial Networks

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Dennis Magnusson; [2022]
    Keywords : Image enhancement; Image style transfer; Image superresolution; Machine Learning; Bildförbättring; Bildstilöversättning; Bildsuperupplösning; Maskininlärning;

    Abstract : Digitization of physical artwork is usually done using image scanning devices in order to ensure that the output is accurate in terms of color and is of sufficiently high resolution, usually over 300 pixels per inch, however the usage of such a device is in some cases unfeasible due to medium or size constraints. Photography of the artwork is another method of artwork digitization, however such methods often produce results containing camera artifacts such as shadows, reflections or low resolution. READ MORE

  3. 2. Real-world low-light image enhancement using Variational Autoencoders

    University essay from Lunds universitet/Matematik LTH

    Author : Olle Eriksson; [2020]
    Keywords : machine learning; deep learning; U-Net; VAE; variational autoencoder; image processing; low-light vision; Mathematics and Statistics;

    Abstract : Low-light image enhancement is a hard task mainly due to the amount of noise and little information stored in the dark image. In this thesis project we develop a method for low-light image enhancement based on a Conditional Variational Autoencoder (CVAE). The CVAE is a deep learning model trained with a specific objective function (ELBO). READ MORE

  4. 3. Image enhancement effect on the performance of convolutional neural networks

    University essay from Blekinge Tekniska Högskola/Institutionen för datavetenskap

    Author : Xiaoran Chen; [2019]
    Keywords : Image Enhancement; Convolutional Neural Networks; Deep Learning; Transfer Learning;

    Abstract : Context. Image enhancement algorithms can be used to enhance the visual effects of images in the field of human vision. So can image enhancement algorithms be used in the field of computer vision? The convolutional neural network, as the most powerful image classifier at present, has excellent performance in the field of image recognition. READ MORE

  5. 4. Galaxy evolution in extreme environments

    University essay from Lunds universitet/Astronomi - Genomgår omorganisation

    Author : Samhitha Vadlamani; [2019]
    Keywords : Galaxy evolution; interactions; starburst; Compact galaxy groups; Stephan s Quintet; Physics and Astronomy;

    Abstract : Interactions play a crucial role in determining how galaxies evolve in terms of their morphologies and star formation histories, since the majority of the known galaxies in the nearby Universe are found to exist in groups. Compact groups of galaxies are of particular interest as they contain a small number of galaxies in dense configurations and host repeated interactions between them, enabling us to capture signatures of these interactions (e. READ MORE

  6. 5. Texture Enhancement in 3D Maps using Generative Adversarial Networks

    University essay from Linköpings universitet/Datorseende

    Author : Anna Birgersson; Klara Hellgren; [2019]
    Keywords : GAN; texture enhancement; SRGAN; pix2pix;

    Abstract : In this thesis we investigate the use of GANs for texture enhancement. To achievethis, we have studied if synthetic satellite images generated by GANs will improvethe texture in satellite-based 3D maps. We investigate two GANs; SRGAN and pix2pix. READ MORE