Essays about: "generative training"

Showing result 21 - 25 of 129 essays containing the words generative training.

  1. 21. Generative AI for Synthetic Data

    University essay from Lunds universitet/Institutionen för reglerteknik

    Author : Esaias Belfrage; August Borna; [2023]
    Keywords : Technology and Engineering;

    Abstract : Synthetic data generation has emerged as a valuable technique for addressing data scarcity and privacy concerns and improving machine learning algorithms. This thesis focuses on progressing the field of synthetic data generation, which may play a crucial role in AI-heavy industries such as telecommunications. READ MORE

  3. 22. Evaluating Membership Inference Attacks on Synthetic Data Generated With Formal Privacy Guarantees

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

    Author : Elliot Beskow; Erik Lindé; [2023]
    Keywords : ;

    Abstract : Synthetic data generation using generative machine learning has been increasinglypublicized as a new tool for data anonymization. It promises to offer privacy whilemaintaining the statistical properties of the original dataset. This study focuses on the riskswith synthetic data by looking mainly at two aspects: privacy and utility. READ MORE

  4. 23. Generating Synthetic Training Data with Stable Diffusion

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Rasmus Rynell; Oscar Melin; [2023]
    Keywords : AI; ML; Artificial Intelligence; Machine Learning; Stable Diffusion; ControlNet; Image classification; Image synthesis; Generative models; Generating images; Generating training data;

    Abstract : The usage of image classification in various industries has grown significantly in recentyears. There are however challenges concerning the data used to train such models. Inmany cases the data used in training is often difficult and expensive to obtain. Furthermore,dealing with image data may come with additional problems such as privacy concerns. READ MORE

  5. 24. Improving Missing Data Imputation using Generative Adversarial Network-based Methods

    University essay from Lunds universitet/Matematisk statistik

    Author : Hanna Anderberg; Sofia Wadell; [2023]
    Keywords : Missing Values; Data Imputation; Generative Adversarial Network; GAIN; CTGAN; Mathematics and Statistics;

    Abstract : In a modern context, organizations increasingly rely on data analysis and the importance of data quality have accordingly become even more crucial. In this context, missing values pose a significant challenge compromising the utility of the data. READ MORE

  6. 25. Text-Driven Fashion Image Manipulation with GANs : A case study in full-body human image manipulation in fashion

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

    Author : Reza Dadfar; [2023]
    Keywords : Multimodal fashion image editing; Generative adversarial network inversion; Text-driven image manipulation; TD-GEM; Multimodal modebildredigering; Generativa adverserial Nätverk inversion; Text-driven bildmanipulation; TD-GEM;

    Abstract : Language-based fashion image editing has promising applications in design, sustainability, and art. However, it is considered a challenging problem in computer vision and graphics. The diversity of human poses and the complexity of clothing shapes and textures make the editing problem difficult. READ MORE