Essays about: "Domängeneralisering"

Found 2 essays containing the word Domängeneralisering.

1. 1. Leveraging Synthetic Images with Domain-Adversarial Neural Networks for Fine-Grained Car Model Classification

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

   Author : Dayyan Smith; [2021]
   Keywords : domain generalization; synthetic images; domain adversarial neural networks; domängeneralisering; syntetiska bilder; domän adversarial neural nätverken;

   Abstract : Supervised learning methods require vast amounts of annotated images to successfully train an image classifier. Acquiring the necessary annotated images is costly. READ MORE

3. 2. Learning from Synthetic Data : Towards Effective Domain Adaptation Techniques for Semantic Segmentation of Urban Scenes

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

   Author : Gerard Valls I Ferrer; [2021]
   Keywords : Semantic Segmentation; Synthetic Data; Autonomous Driving; Domain Shift; Domain Adaptation; Domain Generalisation; Semantisk Segmentering; Syntetiska Data; Autonom Körning; Domänskift; Domänanpassning; Domängeneralisering;

   Abstract : Semantic segmentation is the task of predicting predefined class labels for each pixel in a given image. It is essential in autonomous driving, but also challenging because training accurate models requires large and diverse datasets, which are difficult to collect due to the high cost of annotating images at pixel-level. READ MORE