Essays about: "Image-to-image translation"

Showing result 6 - 10 of 19 essays containing the words Image-to-image translation.

1. 6. Toward Ordinal Image-to-Image Translation with Generative Adversarial Networks

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

   Author : David Stevens; [2021]
   Keywords : ;

   Abstract : The field of image-to-image translation consists of learning a transformation of an image from one domain to another. It has experienced great success during recent years, with methods being able to generate realistic outputs when converting between multiple categorical domains at once. READ MORE

3. 7. GAN-based Automatic Segmentation of Thoracic Aorta from Non-contrast-Enhanced CT Images

   University essay from KTH/Skolan för kemi, bioteknologi och hälsa (CBH)

   Author : Libo Xu; [2021]
   Keywords : Non-contrast-enhanced; Medical Image Segmentation; Image-to-image Translation; U-Net; Generative Adversarial Network; End-to-end; Two-stage;

   Abstract : The deep learning-based automatic segmentation methods have developed rapidly in recent years to give a promising performance in the medical image segmentation tasks, which provide clinical medicine with an accurate and fast computer-aided diagnosis method. Generative adversarial networks and their extended frameworks have achieved encouraging results on image-to-image translation problems. READ MORE

4. 8. Data Synthesis in Deep Learning for Object Detection

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

   Author : Josef Haddad; [2021]
   Keywords : Deep Learning; Computer vision; Object detection; Synthetic data; Domain Adaptation; Machine Learning; Djupinlärning; Datorseende; Objektdetektion; Syntetiskt data; Domänadaption; Maskininlärning;

   Abstract : Deep neural networks typically require large amounts of labeled data for training, but a problem is that collecting data can be expensive. Our study aims at revealing insights into how training with synthetic data affects performance in real-world object detection tasks. READ MORE

5. 9. Image Synthesis Using CycleGAN to Augment Imbalanced Data for Multi-class Weather Classification

   University essay from Linköpings universitet/Medie- och Informationsteknik; Linköpings universitet/Tekniska fakulteten

   Author : Marcus Gladh; Daniel Sahlin; [2021]
   Keywords : ;

   Abstract : In the last decade, convolutional neural networks have been used to a large extent for image classification and recognition tasks in a number of fields. For image weather classification, data can be both sparse and unevenly distributed amongst labels in the training set. READ MORE

6. 10. Unsupervised Image-to-image translation : Taking inspiration from human perception

   University essay from Linnéuniversitetet/Institutionen för datavetenskap och medieteknik (DM)

   Author : Jens Jakob Sveding; [2021]
   Keywords : Artificial intelligence; Unsupervised learning; Image-to-Image translation; Generative Adversarial Networks; Structural Similarity Index Measure;

   Abstract : Generative Artificial Intelligence is a field of artificial intelligence where systems can learn underlying patterns in previously seen content and generate new content. This thesis explores a generative artificial intelligence technique used for image-toimage translations called Cycle-consistent Adversarial network (CycleGAN), which can translate images from one domain into another. READ MORE