Uncertainty-aware Evaluation of Time-Series Classification for Online
Handwriting Recognition with Domain Shift

Uncertainty-aware Evaluation of Time-Series Classification for Online Handwriting Recognition with Domain Shift

17 June 2022

M. Lauer-Schmaltz

Christopher Mutschler

Papers citing "Uncertainty-aware Evaluation of Time-Series Classification for Online Handwriting Recognition with Domain Shift"

9 / 9 papers shown

Title
Evaluating ML Robustness in GNSS Interference Classification, Characterization & Localization Lucas Heublein Tobias Feigl Thorsten Nowak A. Rügamer Christopher Mutschler Felix Ott 29 6 0 23 Sep 2024
Bayesian Learning-driven Prototypical Contrastive Loss for Class-Incremental Learning N. Raichur Lucas Heublein Tobias Feigl A. Rügamer Christopher Mutschler Felix Ott CLL BDL 63 7 0 17 May 2024
Few-Shot Learning with Uncertainty-based Quadruplet Selection for Interference Classification in GNSS Data Felix Ott Lucas Heublein N. Raichur Tobias Feigl Jonathan Hansen A. Rügamer Christopher Mutschler 6 7 0 09 Feb 2024
Representation Learning for Tablet and Paper Domain Adaptation in Favor of Online Handwriting Recognition Felix Ott David Rügamer Lucas Heublein Bernd Bischl Christopher Mutschler OOD 8 1 0 16 Jan 2023
Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift Felix Ott David Rügamer Lucas Heublein Bernd Bischl Christopher Mutschler OOD TTA AI4TS 25 31 0 07 Apr 2022
Auxiliary Cross-Modal Representation Learning with Triplet Loss Functions for Online Handwriting Recognition Felix Ott David Rügamer Lucas Heublein Bernd Bischl Christopher Mutschler 42 9 0 16 Feb 2022
Benchmarking Online Sequence-to-Sequence and Character-based Handwriting Recognition from IMU-Enhanced Pens Felix Ott David Rügamer Lucas Heublein Tim Hamann Jens Barth Bernd Bischl Christopher Mutschler 14 17 0 14 Feb 2022
Fast and Scalable Bayesian Deep Learning by Weight-Perturbation in Adam Mohammad Emtiyaz Khan Didrik Nielsen Voot Tangkaratt Wu Lin Y. Gal Akash Srivastava ODL 74 264 0 13 Jun 2018
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,635 0 05 Dec 2016