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

2 January 2021

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

7 / 7 papers shown

Title
Driver Activity Classification Using Generalizable Representations from Vision-Language Models Ross Greer M. V. Andersen Andreas Møgelmose Mohan M. Trivedi 34 3 0 23 Apr 2024
Quantized Distillation: Optimizing Driver Activity Recognition Models for Resource-Constrained Environments Calvin Tanama Kunyu Peng Zdravko Marinov Rainer Stiefelhagen Alina Roitberg 12 1 0 10 Nov 2023
Confidence estimation of classification based on the distribution of the neural network output layer A. Taha Leonhard Hennig Petr Knoth UQCV 29 12 0 14 Oct 2022
Is my Driver Observation Model Overconfident? Input-guided Calibration Networks for Reliable and Interpretable Confidence Estimates Alina Roitberg Kunyu Peng David Schneider Kailun Yang Marios Koulakis Manuel Martínez Rainer Stiefelhagen UQCV 22 9 0 10 Apr 2022
Should I take a walk? Estimating Energy Expenditure from Video Data Kunyu Peng Alina Roitberg Kailun Yang Jiaming Zhang Rainer Stiefelhagen 11 4 0 01 Feb 2022
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 270 5,660 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 261 9,134 0 06 Jun 2015