Page Not Found
Page not found. Your pixels are in another canvas.
Sitemap
A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
Pages
About Me
About me
Page not in menu
This is a page not in th emain menu
Posts
Future Blog Post: Visual Question Answering with Knowledge-based Semantics
Published:
This blogpost will highlight the main ideas, concepts and findings presented in the Bachelor thesis on Visual Question Answering (VQA) with Knowledge-based Semantics that considers training a VQA model with strong semantic and conceptual understanding by learning towards a latent space spanned by the Conceptnet Numberbatch embeddings on the OK-VQA dataset. The blog post will revisit the model formulation, yet keep an emphasis on the proposed idea of presenting VQA models with strong semantic and conceptual understanding rather than solely focusing on accuracy as the performance metric. In the process, explainability tools are exploited.
Future Blog Post: Variational Fair Autoencoder for Heterogeneous Mixed Type Data
Published:
This blogpost will examine whether model biases can be mitigated by training a Variational Fair Autoencoder for Heterogeneous Mixed Type Data (VFAE-HM) following the modeling approach of Louizos, C. et al.. Additionally, the approach of Ma, C. et al. is considered for determining proper output distributions for the decoder of the VFAE.
portfolio
projects
Bachelor Thesis: Visual Question Answering with Knowledge-based Semantics
Published:
This thesis considers an exhaustive state-of-the-art (SOTA) desription of VQA models, theoretical considerations and implementation details for training a VQA model learning towards a semantical- and conceptually strong latent space spanned by the Conceptnet Numberbatch embeddings as well an analysis of model behaviour by exploiting explainability tools.
Recommended citation: Jacobsen, Albert Kjøller; Højbjerg, Phillip Chavarria; Jacobsen, Aron Djurhuus. (2022). "Visual Question Answering with Knowledge-based Semantics." DTU Department of Applied Mathematics and Computer Science . https://findit.dtu.dk/en/catalog/62c6c822d4fccf03d747b3db