4 papers
Assessing Multimodal Chronic Wound Embeddings with Expert Triplet Agreement
Fabian Kabus, Julia Hindel, Jelena BratuliÄ +6
Recessive dystrophic epidermolysis bullosa (RDEB) is a rare genetic skin disorder for which clinicians greatly benefit from finding similar cases using images and clinical text. Ho…
On Geometric Understanding and Learned Priors in Feed-forward 3D Reconstruction Models
Jelena BratuliÄ, Sudhanshu Mittal, Thomas Brox +1
Feed-forward 3D reconstruction models such as DUSt3R, VGGT, and Depth Anything 3 (DA3) are transformer-based foundation models that infer camera geometry and dense scene structure…
Unlocking In-Context Learning for Natural Datasets Beyond Language Modelling
Jelena BratuliÄ, Sudhanshu Mittal, David T. Hoffmann +5
Large Language Models (LLMs) exhibit In-Context Learning (ICL), which enables the model to perform new tasks conditioning only on the examples provided in the context without updat…
Using Knowledge Graphs to harvest datasets for efficient CLIP model training
Simon Ging, Sebastian Walter, Jelena BratuliÄ +3
Training high-quality CLIP models typically requires enormous datasets, which limits the development of domain-specific models -- especially in areas that even the largest CLIP mod…