Generování realistických snímků obloh
| Thesis title in Czech: | Generování realistických snímků obloh |
|---|---|
| Thesis title in English: | Generation of realistic skydome images |
| Key words: | Hluboké učení, generativní kompetitivní síť, hluboká konvoluční síť, obloha, rybí oko |
| English key words: | Deep learning, generative adversarial network, deep convolutional network, skydome, fisheye |
| Academic year of topic announcement: | 2019/2020 |
| Thesis type: | diploma thesis |
| Thesis language: | čeština |
| Department: | Department of Software and Computer Science Education (32-KSVI) |
| Supervisor: | prof. Dr. techn. Alexander Wilkie |
| Author: | hidden - assigned and confirmed by the Study Dept. |
| Date of registration: | 03.04.2020 |
| Date of assignment: | 03.04.2020 |
| Confirmed by Study dept. on: | 29.04.2020 |
| Date and time of defence: | 08.07.2020 09:00 |
| Date of electronic submission: | 20.05.2020 |
| Date of submission of printed version: | 28.05.2020 |
| Date of proceeded defence: | 08.07.2020 |
| Opponents: | doc. Mgr. Martin Pilát, Ph.D. |
| Guidelines |
| The goal of the thesis is to generate images of the skydome for use in offline rendering, such as architecture or automotive visualizations, using a deep generative model trained on a large dataset of captured skydome images. The model should produce high-quality images in suitable resolution and the user should be able to control the images using intuitive parameters (season of the year, position of the sun, meteorological conditions). The ultimate aim is to integrate the model into a professional rendering application. |
| References |
| - Karras et al.: Progressive Growing of GANs for Improved Quality, Stability, and Variation (2018), https://arxiv.org/abs/1710.10196
- Karras et al.: A Style-Based Generator Architecture for Generative Adversarial Networks (2019), https://arxiv.org/abs/1812.04948 - Karras et al.: Analyzing and Improving the Image Quality of StyleGAN (2019), https://arxiv.org/abs/1912.04958 - Wang et al.: Deep Learning for Image Super-resolution: A Survey (2019), https://arxiv.org/abs/1902.06068 - Hosek, Wilkie: An Analytic Model for Full Spectral Sky-Dome Radiance (2012), https://cgg.mff.cuni.cz/projects/SkylightModelling/ - Goodfellow et al.: Deep Learning (2016), https://www.deeplearningbook.org/ |