16 citations · 17 across the 4 of their papers we have counts for
4 papers
Leveraging convergence behavior to balance conflicting tasks in multi-task learning
Angelica Tiemi Mizuno Nakamura, Denis Fernando Wolf, Valdir Grassi
Multi-Task Learning is a learning paradigm that uses correlated tasks to improve performance generalization. A common way to learn multiple tasks is through the hard parameter shar…
Driving Style Recognition Using Interval Type-2 Fuzzy Inference System and Multiple Experts Decision Making
Iago Pachêco Gomes, Denis Fernando Wolf
Driving styles summarize different driving behaviors that reflect in the movements of the vehicles. These behaviors may indicate a tendency to perform riskier maneuvers, consume mo…
Scene Compliant Trajectory Forecast with Agent-Centric Spatio-Temporal Grids
Daniela Ridel, Nachiket Deo, Denis Wolf +1
Forecasting long-term human motion is a challenging task due to the non-linearity, multi-modality and inherent uncertainty in future trajectories. The underlying scene and past mot…
Understanding Pedestrian-Vehicle Interactions with Vehicle Mounted Vision: An LSTM Model and Empirical Analysis
Daniela A. Ridel, Nachiket Deo, Denis Wolf +1
Pedestrians and vehicles often share the road in complex inner city traffic. This leads to interactions between the vehicle and pedestrians, with each affecting the other's motion.…