Georg Heigold

Publication Activity (10 Years)

Years Active: 2006-2023
Publications (10 Years): 22

Top Venues

CoRR

ICASSP

INTERSPEECH

ICLR

RWTH Aachen University (PHD)

Education History

RWTH Aachen University

PHD

Publications

Georg Heigold, Matthias Minderer, Alexey A. Gritsenko, Alex Bewley, Daniel Keysers, Mario Lucic, Fisher Yu, Thomas Kipf
Video OWL-ViT: Temporally-consistent open-world localization in video. CoRR (2023)
Georg Heigold, Daniel Keysers, Matthias Minderer, Mario Lucic, Alexey A. Gritsenko, Fisher Yu, Alex Bewley, Thomas Kipf
Video OWL-ViT: Temporally-consistent open-world localization in video. ICCV (2023)
Thomas Kipf, Gamaleldin Fathy Elsayed, Aravindh Mahendran, Austin Stone, Sara Sabour, Georg Heigold, Rico Jonschkowski, Alexey Dosovitskiy, Klaus Greff
Conditional Object-Centric Learning from Video. ICLR (2022)
Thomas Kipf, Gamaleldin F. Elsayed, Aravindh Mahendran, Austin Stone, Sara Sabour, Georg Heigold, Rico Jonschkowski, Alexey Dosovitskiy, Klaus Greff
Conditional Object-Centric Learning from Video. CoRR (2021)
Anurag Arnab, Mostafa Dehghani, Georg Heigold, Chen Sun, Mario Lucic, Cordelia Schmid
ViViT: A Video Vision Transformer. CoRR (2021)
Anurag Arnab, Mostafa Dehghani, Georg Heigold, Chen Sun, Mario Lucic, Cordelia Schmid
ViViT: A Video Vision Transformer. ICCV (2021)
Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, Jakob Uszkoreit, Neil Houlsby
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale. ICLR (2021)
Francesco Locatello, Dirk Weissenborn, Thomas Unterthiner, Aravindh Mahendran, Georg Heigold, Jakob Uszkoreit, Alexey Dosovitskiy, Thomas Kipf
Object-Centric Learning with Slot Attention. NeurIPS (2020)
Francesco Locatello, Dirk Weissenborn, Thomas Unterthiner, Aravindh Mahendran, Georg Heigold, Jakob Uszkoreit, Alexey Dosovitskiy, Thomas Kipf
Object-Centric Learning with Slot Attention. CoRR (2020)
Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, Jakob Uszkoreit, Neil Houlsby
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale. CoRR (2020)
Georg Heigold, Stalin Varanasi, Günter Neumann, Josef van Genabith
How Robust Are Character-Based Word Embeddings in Tagging and MT Against Wrod Scramlbing or Randdm Nouse? AMTA (1) (2018)
Georg Heigold, Günter Neumann, Josef van Genabith
How Robust Are Character-Based Word Embeddings in Tagging and MT Against Wrod Scramlbing or Randdm Nouse? CoRR (2017)
Aljoscha Burchardt, Vivien Macketanz, Jon Dehdari, Georg Heigold, Jan-Thorsten Peter, Philip Williams
A Linguistic Evaluation of Rule-Based, Phrase-Based, and Neural MT Engines. Prague Bull. Math. Linguistics 108 (2017)
Ryan Cotterell, Georg Heigold
Cross-lingual Character-Level Neural Morphological Tagging. EMNLP (2017)
Georg Heigold, Guenter Neumann, Josef van Genabith
An Extensive Empirical Evaluation of Character-Based Morphological Tagging for 14 Languages. EACL (1) (2017)
Hans Uszkoreit, Aleksandra Gabryszak, Leonhard Hennig, Jörg Steffen, Renlong Ai, Stephan Busemann, Jon Dehdari, Josef van Genabith, Georg Heigold, Nils Rethmeier, Raphael Rubino, Sven Schmeier, Philippe Thomas, He Wang, Feiyu Xu
Common Round: Application of Language Technologies to Large-Scale Web Debates. EACL (Software Demonstrations) (2017)
Ryan Cotterell, Georg Heigold
Cross-lingual, Character-Level Neural Morphological Tagging. CoRR (2017)
Georg Heigold, Guenter Neumann, Josef van Genabith
Neural Morphological Tagging from Characters for Morphologically Rich Languages. CoRR (2016)
Georg Heigold, Ignacio Moreno, Samy Bengio, Noam Shazeer
End-to-end text-dependent speaker verification. ICASSP (2016)
Georg Heigold, Josef van Genabith, Günter Neumann
Scaling character-based morphological tagging to fourteen languages. IEEE BigData (2016)
Ehsan Variani, Erik McDermott, Georg Heigold
A Gaussian Mixture Model layer jointly optimized with discriminative features within a Deep Neural Network architecture. ICASSP (2015)
Georg Heigold, Ignacio Moreno, Samy Bengio, Noam Shazeer
End-to-End Text-Dependent Speaker Verification. CoRR (2015)
Erik McDermott, Georg Heigold, Pedro J. Moreno, Andrew W. Senior, Michiel Bacchiani
Asynchronous stochastic optimization for sequence training of deep neural networks: towards big data. INTERSPEECH (2014)
Andrew W. Senior, Georg Heigold, Michiel Bacchiani, Hank Liao
GMM-free DNN acoustic model training. ICASSP (2014)
Guoguo Chen, Carolina Parada, Georg Heigold
Small-footprint keyword spotting using deep neural networks. ICASSP (2014)
Georg Heigold, Erik McDermott, Vincent Vanhoucke, Andrew W. Senior, Michiel Bacchiani
Asynchronous stochastic optimization for sequence training of deep neural networks. ICASSP (2014)
Hasim Sak, Oriol Vinyals, Georg Heigold, Andrew W. Senior, Erik McDermott, Rajat Monga, Mark Z. Mao
Sequence discriminative distributed training of long short-term memory recurrent neural networks. INTERSPEECH (2014)
Michiel Bacchiani, Andrew W. Senior, Georg Heigold
Asynchronous, online, GMM-free training of a context dependent acoustic model for speech recognition. INTERSPEECH (2014)
Samy Bengio, Georg Heigold
Word embeddings for speech recognition. INTERSPEECH (2014)
Georg Heigold, Vincent Vanhoucke, Andrew W. Senior, Patrick Nguyen, Marc'Aurelio Ranzato, Matthieu Devin, Jeffrey Dean
Multilingual acoustic models using distributed deep neural networks. ICASSP (2013)
Andrew W. Senior, Georg Heigold, Marc'Aurelio Ranzato, Ke Yang
An empirical study of learning rates in deep neural networks for speech recognition. ICASSP (2013)
Xin Lei, Hui Lin, Georg Heigold
Deep neural networks with auxiliary Gaussian mixture models for real-time speech recognition. ICASSP (2013)
Georg Heigold, Hermann Ney, Ralf Schlüter
Investigations on an EM-Style Optimization Algorithm for Discriminative Training of HMMs. IEEE ACM Trans. Audio Speech Lang. Process. 21 (12) (2013)
Stephen J. Wright, Dimitri Kanevsky, Li Deng, Xiaodong He, Georg Heigold, Haizhou Li
Optimization Algorithms and Applications for Speech and Language Processing. IEEE Trans. Speech Audio Process. 21 (11) (2013)
Vincent Vanhoucke, Matthieu Devin, Georg Heigold
Multiframe deep neural networks for acoustic modeling. ICASSP (2013)
Georg Heigold, Patrick Nguyen, Mitchel Weintraub, Vincent Vanhoucke
Investigations on exemplar-based features for speech recognition towards thousands of hours of unsupervised, noisy data. ICASSP (2012)
Markus Nußbaum-Thom, Zoltán Tüske, Georg Heigold, Ralf Schlüter, Hermann Ney
Posterior-Scaled MPE: Novel Discriminative Training Criteria. INTERSPEECH (2012)
Georg Heigold
Exemplar-based speech recognition in a rescoring approach. MLSLP (2012)
Dimitri Kanevsky, Georg Heigold, Stephen J. Wright, Hermann Ney
Overview of large scale optimization for discriminative training in speech recognition. ICASSP (2012)
Georg Heigold, Hermann Ney, Ralf Schlüter, Simon Wiesler
Discriminative Training for Automatic Speech Recognition: Modeling, Criteria, Optimization, Implementation, and Performance. IEEE Signal Process. Mag. 29 (6) (2012)
Björn Hoffmeister, Georg Heigold, David Rybach, Ralf Schlüter, Hermann Ney
WFST Enabled Solutions to ASR Problems: Beyond HMM Decoding. IEEE Trans. Speech Audio Process. 20 (2) (2012)
Thomas Deselaers, Tobias Gass, Georg Heigold, Hermann Ney
Latent Log-Linear Models for Handwritten Digit Classification. IEEE Trans. Pattern Anal. Mach. Intell. 34 (6) (2012)
Georg Heigold, Stefan Hahn, Patrick Lehnen, Hermann Ney
EM-style optimization of hidden conditional random fields for grapheme-to-phoneme conversion. ICASSP (2011)
Georg Heigold, Hermann Ney, Patrick Lehnen, Tobias Gass, Ralf Schlüter
Equivalence of Generative and Log-Linear Models. IEEE Trans. Speech Audio Process. 19 (5) (2011)
Philippe Dreuw, Georg Heigold, Hermann Ney
Confidence- and margin-based MMI/MPE discriminative training for off-line handwriting recognition. Int. J. Document Anal. Recognit. 14 (3) (2011)
Patrick Nguyen, Georg Heigold, Geoffrey Zweig
Speech Recognition With Flat Direct Models. IEEE J. Sel. Top. Signal Process. 4 (6) (2010)
Simon Wiesler, Georg Heigold, Markus Nußbaum-Thom, Ralf Schlüter, Hermann Ney
A discriminative splitting criterion for phonetic decision trees. INTERSPEECH (2010)
Thomas Deselaers, Georg Heigold, Hermann Ney
Object classification by fusing SVMs and Gaussian mixtures. Pattern Recognit. 43 (7) (2010)
Georg Heigold
Eine Formulierung für den log-linearen, diskriminativen Ansatz in der Spracherkennung. Ausgezeichnete Informatikdissertationen (2010)
Georg Heigold, Simon Wiesler, Markus Nußbaum-Thom, Patrick Lehnen, Ralf Schlüter, Hermann Ney
Discriminative HMMS, log-linear models, and CRFS: What is the difference? ICASSP (2010)
Georg Heigold, Philippe Dreuw, Stefan Hahn, Ralf Schlüter, Hermann Ney
Margin-Based Discriminative Training for String Recognition. IEEE J. Sel. Top. Signal Process. 4 (6) (2010)
Simon Wiesler, Markus Nußbaum-Thom, Georg Heigold, Ralf Schlüter, Hermann Ney
Investigations on features for log-linear acoustic models in continuous speech recognition. ASRU (2009)
Muhammad Ali Tahir, Georg Heigold, Christian Plahl, Ralf Schlüter, Hermann Ney
Generalized likelihood ratio discriminant analysis. ASRU (2009)
Georg Heigold, Ralf Schlüter, Hermann Ney
Modified MPE/MMI in a transducer-based framework. ICASSP (2009)
Philippe Dreuw, Georg Heigold, Hermann Ney
Confidence-Based Discriminative Training for Model Adaptation in Offline Arabic Handwriting Recognition. ICDAR (2009)
Georg Heigold, David Rybach, Ralf Schlüter, Hermann Ney
Investigations on convex optimization using log-linear HMMs for digit string recognition. INTERSPEECH (2009)
Georg Heigold, Geoffrey Zweig, Xiao Li, Patrick Nguyen
A flat direct model for speech recognition. ICASSP (2009)
Stefan Hahn, Patrick Lehnen, Georg Heigold, Hermann Ney
Optimizing CRFs for SLU tasks in various languages using modified training criteria. INTERSPEECH (2009)
David Rybach, Christian Gollan, Georg Heigold, Björn Hoffmeister, Jonas Lööf, Ralf Schlüter, Hermann Ney
The RWTH aachen university open source speech recognition system. INTERSPEECH (2009)
Christian Plahl, Björn Hoffmeister, Georg Heigold, Jonas Lööf, Ralf Schlüter, Hermann Ney
Development of the GALE 2008 Mandarin LVCSR system. INTERSPEECH (2009)
Thomas Deselaers, Georg Heigold, Hermann Ney
SVMs, Gaussian mixtures, and their generative/discriminative fusion. ICPR (2008)
Georg Heigold, Thomas Deselaers, Ralf Schlüter, Hermann Ney
A GIS-like training algorithm for log-linear models with hidden variables. ICASSP (2008)
Georg Heigold, Patrick Lehnen, Ralf Schlüter, Hermann Ney
On the equivalence of Gaussian and log-linear HMMs. INTERSPEECH (2008)
Georg Heigold, Thomas Deselaers, Ralf Schlüter, Hermann Ney
Modified MMI/MPE: a direct evaluation of the margin in speech recognition. ICML (2008)
Christian Plahl, Björn Hoffmeister, M.-Y. Hwang, D. Lu, Georg Heigold, Jonas Lööf, Ralf Schlüter, Hermann Ney
Recent improvements of the RWTH GALE Mandarin LVCSR system. INTERSPEECH (2008)
Björn Hoffmeister, Christian Plahl, Peter Fritz, Georg Heigold, Jonas Lööf, Ralf Schlüter, Hermann Ney
Development of the 2007 RWTH Mandarin LVCSR system. ASRU (2007)
Jonas Lööf, Christian Gollan, Stefan Hahn, Georg Heigold, Björn Hoffmeister, Christian Plahl, David Rybach, Ralf Schlüter, Hermann Ney
The RWTH 2007 TC-STAR evaluation system for european English and Spanish. INTERSPEECH (2007)
Thomas Deselaers, Georg Heigold, Hermann Ney
Speech recognition with state-based nearest neighbour classifiers. INTERSPEECH (2007)
Georg Heigold, Ralf Schlüter, Hermann Ney
On the equivalence of Gaussian HMM and Gaussian HMM-like hidden conditional random fields. INTERSPEECH (2007)
Jonas Lööf, Maximilian Bisani, Christian Gollan, Georg Heigold, Björn Hoffmeister, Christian Plahl, Ralf Schlüter, Hermann Ney
The 2006 RWTH parliamentary speeches transcription system. INTERSPEECH (2006)

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Publication Activity (10 Years)

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Georg Heigold