16 citations · 28 across the 10 of their papers we have counts for
8 papers · 1 filter
FaVoA: Face-Voice Association Favours Ambiguous Speaker Detection
Hugo Carneiro, Cornelius Weber, Stefan Wermter
The strong relation between face and voice can aid active speaker detection systems when faces are visible, even in difficult settings, when the face of a speaker is not clear or w…
Generalization in Multimodal Language Learning from Simulation
Aaron Eisermann, Jae Hee Lee, Cornelius Weber +1
Neural networks can be powerful function approximators, which are able to model high-dimensional feature distributions from a subset of examples drawn from the target distribution.…
Analyzing the Influence of Dataset Composition for Emotion Recognition
A. Sutherland, S. Magg, C. Weber +1
Recognizing emotions from text in multimodal architectures has yielded promising results, surpassing video and audio modalities under certain circumstances. However, the method by…
Improving Robot Dual-System Motor Learning with Intrinsically Motivated Meta-Control and Latent-Space Experience Imagination
Muhammad Burhan Hafez, Cornelius Weber, Matthias Kerzel +1
Combining model-based and model-free learning systems has been shown to improve the sample efficiency of learning to perform complex robotic tasks. However, dual-system approaches…
Periodic Spectral Ergodicity: A Complexity Measure for Deep Neural Networks and Neural Architecture Search
Mehmet Süzen, J. J. Cerdà, Cornelius Weber
Establishing associations between the structure and the generalisation ability of deep neural networks (DNNs) is a challenging task in modern machine learning. Producing solutions…
Efficient Intrinsically Motivated Robotic Grasping with Learning-Adaptive Imagination in Latent Space
Muhammad Burhan Hafez, Cornelius Weber, Matthias Kerzel +1
Combining model-based and model-free deep reinforcement learning has shown great promise for improving sample efficiency on complex control tasks while still retaining high perform…