Search Results for author: Steffen Zeiler

Found 8 papers, 1 papers with code

Large-vocabulary Audio-visual Speech Recognition in Noisy Environments

no code implementations10 Sep 2021 Wentao Yu, Steffen Zeiler, Dorothea Kolossa

To address the inherent difficulties, we propose a new fusion strategy: a recurrent integration network is trained to fuse the state posteriors of multiple single-modality models, guided by a set of model-based and signal-based stream reliability measures.

Audio-Visual Speech Recognition Lipreading +3

Fusing information streams in end-to-end audio-visual speech recognition

no code implementations19 Apr 2021 Wentao Yu, Steffen Zeiler, Dorothea Kolossa

While audio-visual speech recognition can significantly improve the recognition rate of end-to-end models in such poor conditions, it is not obvious how to best utilize any available information on acoustic and visual signal quality and reliability in these models.

Audio-Visual Speech Recognition Lip Reading +2

Unsupervised Classification of Voiced Speech and Pitch Tracking Using Forward-Backward Kalman Filtering

no code implementations1 Mar 2021 Benedikt Boenninghoff, Robert M. Nickel, Steffen Zeiler, Dorothea Kolossa

The detection of voiced speech, the estimation of the fundamental frequency, and the tracking of pitch values over time are crucial subtasks for a variety of speech processing techniques.

General Classification

Variational Autoencoder with Embedded Student-$t$ Mixture Model for Authorship Attribution

no code implementations28 May 2020 Benedikt Boenninghoff, Steffen Zeiler, Robert M. Nickel, Dorothea Kolossa

In this work, we are extending the Gaussian model for the VAE to a Student-$t$ model, which allows for an independent control of the "heaviness" of the respective tails of the implied probability densities.

Authorship Attribution General Classification

Similarity Learning for Authorship Verification in Social Media

2 code implementations20 Aug 2019 Benedikt Boenninghoff, Robert M. Nickel, Steffen Zeiler, Dorothea Kolossa

Authorship verification tries to answer the question if two documents with unknown authors were written by the same author or not.

Authorship Verification

Imperio: Robust Over-the-Air Adversarial Examples for Automatic Speech Recognition Systems

no code implementations5 Aug 2019 Lea Schönherr, Thorsten Eisenhofer, Steffen Zeiler, Thorsten Holz, Dorothea Kolossa

In this paper, we demonstrate the first algorithm that produces generic adversarial examples, which remain robust in an over-the-air attack that is not adapted to the specific environment.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +1

Adversarial Attacks Against Automatic Speech Recognition Systems via Psychoacoustic Hiding

no code implementations16 Aug 2018 Lea Schönherr, Katharina Kohls, Steffen Zeiler, Thorsten Holz, Dorothea Kolossa

We use this backpropagation to learn the degrees of freedom for the adversarial perturbation of the input signal, i. e., we apply a psychoacoustic model and manipulate the acoustic signal below the thresholds of human perception.

Cryptography and Security Sound Audio and Speech Processing

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