Search Results for author: Monica Haurilet

Found 5 papers, 0 papers with code

Uncertainty-sensitive Activity Recognition: a Reliability Benchmark and the CARING Models

no code implementations2 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.

Action Recognition Image Classification

Detective: An Attentive Recurrent Model for Sparse Object Detection

no code implementations25 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.

Object object-detection +1

Relaxed Earth Mover's Distances for Chain- and Tree-connected Spaces and their use as a Loss Function in Deep Learning

no code implementations22 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.

Small Data Image Classification

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