no code implementations • 2 Jan 2021 • Alina Roitberg, Monica Haurilet, Manuel Martinez, Rainer Stiefelhagen
While temperature scaling alone drastically improves the reliability of the confidence values, our CARING method consistently leads to the best uncertainty estimates in all benchmark settings.
no code implementations • 2 Nov 2020 • Robin Ruede, Verena Heusser, Lukas Frank, Alina Roitberg, Monica Haurilet, Rainer Stiefelhagen
Our experiments demonstrate clear benefits of multi-task learning for calorie estimation, surpassing the single-task calorie regression by 9. 9%.
no code implementations • 25 Apr 2020 • Amine Kechaou, Manuel Martinez, Monica Haurilet, Rainer Stiefelhagen
At each iteration, our decoder focuses on the relevant parts of the image using an attention mechanism, and then estimates the object's class and the bounding box coordinates.
no code implementations • CVPR 2019 • Monica Haurilet, Alina Roitberg, Rainer Stiefelhagen
Visual Reasoning remains a challenging task, as it has to deal with long-range and multi-step object relationships in the scene.
no code implementations • 22 Nov 2016 • Manuel Martinez, Monica Haurilet, Ziad Al-Halah, Makarand Tapaswi, Rainer Stiefelhagen
The Earth Mover's Distance (EMD) computes the optimal cost of transforming one distribution into another, given a known transport metric between them.