57 citations · 218 across the 37 of their papers we have counts for
4 papers · 2 filters
Assessing the Robustness of Visual Question Answering Models
Jia-Hong Huang, Modar Alfadly, Bernard Ghanem +1
Deep neural networks have been playing an essential role in the task of Visual Question Answering (VQA). Until recently, their accuracy has been the main focus of research. Now the…
4-Connected Shift Residual Networks
Andrew Brown, Pascal Mettes, Marcel Worring
The shift operation was recently introduced as an alternative to spatial convolutions. The operation moves subsets of activations horizontally and/or vertically. Spatial convolutio…
Learning Task Relatedness in Multi-Task Learning for Images in Context
Gjorgji Strezoski, Nanne van Noord, Marcel Worring
Multimedia applications often require concurrent solutions to multiple tasks. These tasks hold clues to each-others solutions, however as these relations can be complex this remain…
Many Task Learning with Task Routing
Gjorgji Strezoski, Nanne van Noord, Marcel Worring
Typical multi-task learning (MTL) methods rely on architectural adjustments and a large trainable parameter set to jointly optimize over several tasks. However, when the number of…