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| import streamlit as st | |
| from frontend.footer import add_footer | |
| st.set_page_config(layout='wide') | |
| # st.set_page_config(layout='centered') | |
| st.title('About') | |
| st.subheader('General aim of the Ph.D. (to be updated)') | |
| # INTRO | |
| intro_text = """ | |
| This project investigates the nature and nurture of latent spaces, with the aim of formulating a theory of this particular vectorial space. It draws together reflections on the inherent constraints of latent spaces in particular architectures and considers the learning-specific features that emerge. | |
| The thesis concentrates mostly on the second part, exploring different avenues for understanding the space. Using a multitude of vision generative models, it discusses possibilities for the systematic exploration of space, including disentanglement properties and coverage of various guidance methods. | |
| It also explores the possibility of comparison across latent spaces and investigates the differences and commonalities across different learning experiments. Furthermore, the thesis investigates the role of stochasticity in newer models. | |
| As a case study, this thesis adopts art historical data, spanning classic art, photography, and modern and contemporary art. | |
| """ | |
| st.write(intro_text) | |
| st.subheader('On this experiment') | |
| st.write( | |
| """The project aims to interpret the StyleGAN3 model trained on Textiles using disentanglement methods. | |
| > “What features are disentangled in the latent space of StyleGAN3”\n | |
| > “Can we quantify the complexity, quality and relations of such features?”. | |
| """) | |
| # 4 PAGES | |
| st.subheader('Pages') | |
| sections_text = """Overall, there are 3 features in this web app: | |
| 1) Textiles manipulation | |
| 2) Features comparison | |
| 3) Vectors algebra manipulation | |
| ... | |
| """ | |
| st.write(sections_text) | |
| add_footer('Developed by ', 'Ludovica Schaerf', 'https://www.linkedin.com/in/ludovica-schaerf-59063422b/') | |