Lukas Drude

ldrude@mail.uni-paderborn.de
ID
11213

32 Publications

Mark all

[32]
2019 | Conference Paper | LibreCat-ID: 11965 | OA
Drude L, Heymann J, Haeb-Umbach R. Unsupervised training of neural mask-based beamforming. In: INTERSPEECH 2019, Graz, Austria. ; 2019.
LibreCat | Files available
 
[31]
2019 | Conference Paper | LibreCat-ID: 12874 | OA
Drude L, Hasenklever D, Haeb-Umbach R. Unsupervised Training of a Deep Clustering Model for Multichannel Blind Source Separation. In: ICASSP 2019, Brighton, UK. ; 2019.
LibreCat | Files available
 
[30]
2019 | Conference Paper | LibreCat-ID: 12875 | OA
Heymann J, Drude L, Haeb-Umbach R, Kinoshita K, Nakatani T. Joint Optimization of Neural Network-based WPE Dereverberation and Acoustic Model for Robust Online ASR. In: ICASSP 2019, Brighton, UK. ; 2019.
LibreCat | Files available
 
[29]
2019 | Conference Paper | LibreCat-ID: 12876 | OA
Kurz G, Gilitschenski I, Pfaff F, et al. Directional Statistics and Filtering Using libDirectional. In: Journal of Statistical Software 89(4). ; 2019.
LibreCat | Files available
 
[28]
2019 | Journal Article | LibreCat-ID: 12890 | OA
Drude L, Haeb-Umbach R. Integration of Neural Networks and Probabilistic Spatial Models for Acoustic Blind Source Separation. IEEE Journal of Selected Topics in Signal Processing. 2019. doi:10.1109/JSTSP.2019.2912565
LibreCat | Files available | DOI
 
[27]
2019 | Conference Paper | LibreCat-ID: 15796 | OA
Ebbers J, Drude L, Haeb-Umbach R, Brendel A, Kellermann W. Weakly Supervised Sound Activity Detection and Event Classification in Acoustic Sensor Networks. In: CAMSAP 2019, Guadeloupe, West Indies. ; 2019.
LibreCat | Files available
 
[26]
2018 | Conference Paper | LibreCat-ID: 11835 | OA
Heymann J, Drude L, Haeb-Umbach R, Kinoshita K, Nakatani T. Frame-Online DNN-WPE Dereverberation. In: IWAENC 2018, Tokio, Japan. ; 2018.
LibreCat | Files available | Download (ext.)
 
[25]
2018 | Conference Paper | LibreCat-ID: 11872 | OA
Drude L, Boeddeker C, Heymann J, et al. Integration neural network based beamforming and weighted prediction error dereverberation. In: INTERSPEECH 2018, Hyderabad, India. ; 2018.
LibreCat | Files available | Download (ext.)
 
[24]
2018 | Conference Paper | LibreCat-ID: 11873 | OA
Drude L, Heymann J, Boeddeker C, Haeb-Umbach R. NARA-WPE: A Python package for weighted prediction error dereverberation in Numpy and Tensorflow for online and offline processing. In: ITG 2018, Oldenburg, Germany. ; 2018.
LibreCat | Files available | Download (ext.)
 
[23]
2018 | Conference Paper | LibreCat-ID: 12898 | OA
Drude L, von Neumann T, Haeb-Umbach R. Deep Attractor Networks for Speaker Re-Identifikation and Blind Source Separation. In: ICASSP 2018, Calgary, Canada. ; 2018.
LibreCat | Files available | Download (ext.)
 
[22]
2018 | Conference Paper | LibreCat-ID: 12900 | OA
Drude L, Higuchi, Takuya , Kinoshita K, Nakatani T, Haeb-Umbach R. Dual Frequency- and Block-Permutation Alignment for Deep Learning Based Block-Online Blind Source Separation. In: ICASSP 2018, Calgary, Canada. ; 2018.
LibreCat | Files available | Download (ext.)
 
[21]
2018 | Conference Paper | LibreCat-ID: 12899 | OA
Boeddeker C, Heitkaemper J, Schmalenstroeer J, Drude L, Heymann J, Haeb-Umbach R. Front-End Processing for the CHiME-5 Dinner Party Scenario. In: Proc. CHiME 2018 Workshop on Speech Processing in Everyday Environments, Hyderabad, India. ; 2018.
LibreCat | Files available | Download (ext.)
 
[20]
2018 | Conference Paper | LibreCat-ID: 11876 | OA
Kitza M, Michel W, Boeddeker C, et al. The RWTH/UPB System Combination for the CHiME 2018 Workshop. In: Proc. CHiME 2018 Workshop on Speech Processing in Everyday Environments, Hyderabad, India. ; 2018.
LibreCat | Download (ext.)
 
[19]
2017 | Report | LibreCat-ID: 11735 | OA
Boeddeker C, Hanebrink P, Drude L, Heymann J, Haeb-Umbach R. On the Computation of Complex-Valued Gradients with Application to Statistically Optimum Beamforming.; 2017.
LibreCat | Download (ext.)
 
[18]
2017 | Conference Paper | LibreCat-ID: 11736 | OA
Boeddeker C, Hanebrink P, Drude L, Heymann J, Haeb-Umbach R. Optimizing Neural-Network Supported Acoustic Beamforming by Algorithmic Differentiation. In: Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP). ; 2017.
LibreCat | Download (ext.)
 
[17]
2017 | Conference Paper | LibreCat-ID: 11754 | OA
Drude L, Haeb-Umbach R. Tight integration of spatial and spectral features for BSS with Deep Clustering embeddings. In: INTERSPEECH 2017, Stockholm, Schweden. ; 2017.
LibreCat | Files available | Download (ext.)
 
[16]
2017 | Conference Paper | LibreCat-ID: 11809 | OA
Heymann J, Drude L, Boeddeker C, Hanebrink P, Haeb-Umbach R. BEAMNET: End-to-End Training of a Beamformer-Supported Multi-Channel ASR System. In: Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP). ; 2017.
LibreCat | Files available | Download (ext.)
 
[15]
2017 | Journal Article | LibreCat-ID: 11811 | OA
Heymann J, Drude L, Haeb-Umbach R. A Generic Neural Acoustic Beamforming Architecture for Robust Multi-Channel Speech Processing. Computer Speech and Language. 2017.
LibreCat | Download (ext.)
 
[14]
2017 | Conference Paper | LibreCat-ID: 11759 | OA
Ebbers J, Heymann J, Drude L, Glarner T, Haeb-Umbach R, Raj B. Hidden Markov Model Variational Autoencoder for Acoustic Unit Discovery. In: INTERSPEECH 2017, Stockholm, Schweden. ; 2017.
LibreCat | Files available | Download (ext.)
 
[13]
2017 | Conference Paper | LibreCat-ID: 11895 | OA
Schmalenstroeer J, Heymann J, Drude L, Boeddeker C, Haeb-Umbach R. Multi-Stage Coherence Drift Based Sampling Rate Synchronization for Acoustic Beamforming. In: IEEE 19th International Workshop on Multimedia Signal Processing (MMSP). ; 2017.
LibreCat | Files available | Download (ext.)
 
[12]
2016 | Conference Paper | LibreCat-ID: 11744 | OA
Chinaev A, Heymann J, Drude L, Haeb-Umbach R. Noise-Presence-Probability-Based Noise PSD Estimation by Using DNNs. In: 12. ITG Fachtagung Sprachkommunikation (ITG 2016). ; 2016.
LibreCat | Files available | Download (ext.)
 
[11]
2016 | Conference Paper | LibreCat-ID: 11751 | OA
Drude L, Boeddeker C, Haeb-Umbach R. Blind Speech Separation based on Complex Spherical k-Mode Clustering. In: Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP). ; 2016.
LibreCat | Files available | Download (ext.)
 
[10]
2016 | Conference Paper | LibreCat-ID: 11756 | OA
Drude L, Raj B, Haeb-Umbach R. On the appropriateness of complex-valued neural networks for speech enhancement. In: INTERSPEECH 2016, San Francisco, USA. ; 2016.
LibreCat | Files available | Download (ext.)
 
[9]
2016 | Conference Paper | LibreCat-ID: 11771 | OA
Glarner T, Mahdi Momenzadeh M, Drude L, Haeb-Umbach R. Factor Graph Decoding for Speech Presence Probability Estimation. In: 12. ITG Fachtagung Sprachkommunikation (ITG 2016). ; 2016.
LibreCat | Files available | Download (ext.)
 
[8]
2016 | Conference Paper | LibreCat-ID: 11812 | OA
Heymann J, Drude L, Haeb-Umbach R. Neural Network Based Spectral Mask Estimation for Acoustic Beamforming. In: Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP). ; 2016.
LibreCat | Files available | Download (ext.)
 
[7]
2016 | Conference Paper | LibreCat-ID: 11834 | OA
Heymann J, Drude L, Haeb-Umbach R. Wide Residual BLSTM Network with Discriminative Speaker Adaptation for Robust Speech Recognition. In: Computer Speech and Language. ; 2016.
LibreCat | Files available | Download (ext.)
 
[6]
2016 | Conference Paper | LibreCat-ID: 11908 | OA
Menne T, Heymann J, Alexandridis A, et al. The RWTH/UPB/FORTH System Combination for the 4th CHiME Challenge Evaluation. In: Computer Speech and Language. ; 2016.
LibreCat | Download (ext.)
 
[5]
2015 | Conference Paper | LibreCat-ID: 11755 | OA
Drude L, Jacob F, Haeb-Umbach R. DOA-Estimation based on a Complex Watson Kernel Method. In: 23th European Signal Processing Conference (EUSIPCO 2015). ; 2015.
LibreCat | Files available | Download (ext.)
 
[4]
2015 | Conference Paper | LibreCat-ID: 11810
Heymann J, Drude L, Chinaev A, Haeb-Umbach R. BLSTM supported GEV Beamformer Front-End for the 3RD CHiME Challenge. In: Automatic Speech Recognition and Understanding Workshop (ASRU 2015). ; 2015.
LibreCat
 
[3]
2015 | Conference Paper | LibreCat-ID: 11919 | OA
Walter O, Drude L, Haeb-Umbach R. Source Counting in Speech Mixtures by Nonparametric Bayesian Estimation of an infinite Gaussian Mixture Model. In: 40th International Conference on Acoustics, Speech and Signal Processing (ICASSP 2015). ; 2015.
LibreCat | Files available | Download (ext.)
 
[2]
2014 | Conference Paper | LibreCat-ID: 11752 | OA
Drude L, Chinaev A, Tran Vu DH, Haeb-Umbach R. Source Counting in Speech Mixtures Using a Variational EM Approach for Complexwatson Mixture Models. In: 39th International Conference on Acoustics, Speech and Signal Processing (ICASSP 2014). ; 2014.
LibreCat | Files available | Download (ext.)
 
[1]
2014 | Conference Paper | LibreCat-ID: 11753 | OA
Drude L, Chinaev A, Tran Vu DH, Haeb-Umbach R. Towards Online Source Counting in Speech Mixtures Applying a Variational EM for Complex Watson Mixture Models. In: 14th International Workshop on Acoustic Signal Enhancement (IWAENC 2014). ; 2014:213-217.
LibreCat | Files available | Download (ext.)
 
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32 Publications

Mark all

[32]
2019 | Conference Paper | LibreCat-ID: 11965 | OA
Drude L, Heymann J, Haeb-Umbach R. Unsupervised training of neural mask-based beamforming. In: INTERSPEECH 2019, Graz, Austria. ; 2019.
LibreCat | Files available
 
[31]
2019 | Conference Paper | LibreCat-ID: 12874 | OA
Drude L, Hasenklever D, Haeb-Umbach R. Unsupervised Training of a Deep Clustering Model for Multichannel Blind Source Separation. In: ICASSP 2019, Brighton, UK. ; 2019.
LibreCat | Files available
 
[30]
2019 | Conference Paper | LibreCat-ID: 12875 | OA
Heymann J, Drude L, Haeb-Umbach R, Kinoshita K, Nakatani T. Joint Optimization of Neural Network-based WPE Dereverberation and Acoustic Model for Robust Online ASR. In: ICASSP 2019, Brighton, UK. ; 2019.
LibreCat | Files available
 
[29]
2019 | Conference Paper | LibreCat-ID: 12876 | OA
Kurz G, Gilitschenski I, Pfaff F, et al. Directional Statistics and Filtering Using libDirectional. In: Journal of Statistical Software 89(4). ; 2019.
LibreCat | Files available
 
[28]
2019 | Journal Article | LibreCat-ID: 12890 | OA
Drude L, Haeb-Umbach R. Integration of Neural Networks and Probabilistic Spatial Models for Acoustic Blind Source Separation. IEEE Journal of Selected Topics in Signal Processing. 2019. doi:10.1109/JSTSP.2019.2912565
LibreCat | Files available | DOI
 
[27]
2019 | Conference Paper | LibreCat-ID: 15796 | OA
Ebbers J, Drude L, Haeb-Umbach R, Brendel A, Kellermann W. Weakly Supervised Sound Activity Detection and Event Classification in Acoustic Sensor Networks. In: CAMSAP 2019, Guadeloupe, West Indies. ; 2019.
LibreCat | Files available
 
[26]
2018 | Conference Paper | LibreCat-ID: 11835 | OA
Heymann J, Drude L, Haeb-Umbach R, Kinoshita K, Nakatani T. Frame-Online DNN-WPE Dereverberation. In: IWAENC 2018, Tokio, Japan. ; 2018.
LibreCat | Files available | Download (ext.)
 
[25]
2018 | Conference Paper | LibreCat-ID: 11872 | OA
Drude L, Boeddeker C, Heymann J, et al. Integration neural network based beamforming and weighted prediction error dereverberation. In: INTERSPEECH 2018, Hyderabad, India. ; 2018.
LibreCat | Files available | Download (ext.)
 
[24]
2018 | Conference Paper | LibreCat-ID: 11873 | OA
Drude L, Heymann J, Boeddeker C, Haeb-Umbach R. NARA-WPE: A Python package for weighted prediction error dereverberation in Numpy and Tensorflow for online and offline processing. In: ITG 2018, Oldenburg, Germany. ; 2018.
LibreCat | Files available | Download (ext.)
 
[23]
2018 | Conference Paper | LibreCat-ID: 12898 | OA
Drude L, von Neumann T, Haeb-Umbach R. Deep Attractor Networks for Speaker Re-Identifikation and Blind Source Separation. In: ICASSP 2018, Calgary, Canada. ; 2018.
LibreCat | Files available | Download (ext.)
 
[22]
2018 | Conference Paper | LibreCat-ID: 12900 | OA
Drude L, Higuchi, Takuya , Kinoshita K, Nakatani T, Haeb-Umbach R. Dual Frequency- and Block-Permutation Alignment for Deep Learning Based Block-Online Blind Source Separation. In: ICASSP 2018, Calgary, Canada. ; 2018.
LibreCat | Files available | Download (ext.)
 
[21]
2018 | Conference Paper | LibreCat-ID: 12899 | OA
Boeddeker C, Heitkaemper J, Schmalenstroeer J, Drude L, Heymann J, Haeb-Umbach R. Front-End Processing for the CHiME-5 Dinner Party Scenario. In: Proc. CHiME 2018 Workshop on Speech Processing in Everyday Environments, Hyderabad, India. ; 2018.
LibreCat | Files available | Download (ext.)
 
[20]
2018 | Conference Paper | LibreCat-ID: 11876 | OA
Kitza M, Michel W, Boeddeker C, et al. The RWTH/UPB System Combination for the CHiME 2018 Workshop. In: Proc. CHiME 2018 Workshop on Speech Processing in Everyday Environments, Hyderabad, India. ; 2018.
LibreCat | Download (ext.)
 
[19]
2017 | Report | LibreCat-ID: 11735 | OA
Boeddeker C, Hanebrink P, Drude L, Heymann J, Haeb-Umbach R. On the Computation of Complex-Valued Gradients with Application to Statistically Optimum Beamforming.; 2017.
LibreCat | Download (ext.)
 
[18]
2017 | Conference Paper | LibreCat-ID: 11736 | OA
Boeddeker C, Hanebrink P, Drude L, Heymann J, Haeb-Umbach R. Optimizing Neural-Network Supported Acoustic Beamforming by Algorithmic Differentiation. In: Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP). ; 2017.
LibreCat | Download (ext.)
 
[17]
2017 | Conference Paper | LibreCat-ID: 11754 | OA
Drude L, Haeb-Umbach R. Tight integration of spatial and spectral features for BSS with Deep Clustering embeddings. In: INTERSPEECH 2017, Stockholm, Schweden. ; 2017.
LibreCat | Files available | Download (ext.)
 
[16]
2017 | Conference Paper | LibreCat-ID: 11809 | OA
Heymann J, Drude L, Boeddeker C, Hanebrink P, Haeb-Umbach R. BEAMNET: End-to-End Training of a Beamformer-Supported Multi-Channel ASR System. In: Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP). ; 2017.
LibreCat | Files available | Download (ext.)
 
[15]
2017 | Journal Article | LibreCat-ID: 11811 | OA
Heymann J, Drude L, Haeb-Umbach R. A Generic Neural Acoustic Beamforming Architecture for Robust Multi-Channel Speech Processing. Computer Speech and Language. 2017.
LibreCat | Download (ext.)
 
[14]
2017 | Conference Paper | LibreCat-ID: 11759 | OA
Ebbers J, Heymann J, Drude L, Glarner T, Haeb-Umbach R, Raj B. Hidden Markov Model Variational Autoencoder for Acoustic Unit Discovery. In: INTERSPEECH 2017, Stockholm, Schweden. ; 2017.
LibreCat | Files available | Download (ext.)
 
[13]
2017 | Conference Paper | LibreCat-ID: 11895 | OA
Schmalenstroeer J, Heymann J, Drude L, Boeddeker C, Haeb-Umbach R. Multi-Stage Coherence Drift Based Sampling Rate Synchronization for Acoustic Beamforming. In: IEEE 19th International Workshop on Multimedia Signal Processing (MMSP). ; 2017.
LibreCat | Files available | Download (ext.)
 
[12]
2016 | Conference Paper | LibreCat-ID: 11744 | OA
Chinaev A, Heymann J, Drude L, Haeb-Umbach R. Noise-Presence-Probability-Based Noise PSD Estimation by Using DNNs. In: 12. ITG Fachtagung Sprachkommunikation (ITG 2016). ; 2016.
LibreCat | Files available | Download (ext.)
 
[11]
2016 | Conference Paper | LibreCat-ID: 11751 | OA
Drude L, Boeddeker C, Haeb-Umbach R. Blind Speech Separation based on Complex Spherical k-Mode Clustering. In: Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP). ; 2016.
LibreCat | Files available | Download (ext.)
 
[10]
2016 | Conference Paper | LibreCat-ID: 11756 | OA
Drude L, Raj B, Haeb-Umbach R. On the appropriateness of complex-valued neural networks for speech enhancement. In: INTERSPEECH 2016, San Francisco, USA. ; 2016.
LibreCat | Files available | Download (ext.)
 
[9]
2016 | Conference Paper | LibreCat-ID: 11771 | OA
Glarner T, Mahdi Momenzadeh M, Drude L, Haeb-Umbach R. Factor Graph Decoding for Speech Presence Probability Estimation. In: 12. ITG Fachtagung Sprachkommunikation (ITG 2016). ; 2016.
LibreCat | Files available | Download (ext.)
 
[8]
2016 | Conference Paper | LibreCat-ID: 11812 | OA
Heymann J, Drude L, Haeb-Umbach R. Neural Network Based Spectral Mask Estimation for Acoustic Beamforming. In: Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP). ; 2016.
LibreCat | Files available | Download (ext.)
 
[7]
2016 | Conference Paper | LibreCat-ID: 11834 | OA
Heymann J, Drude L, Haeb-Umbach R. Wide Residual BLSTM Network with Discriminative Speaker Adaptation for Robust Speech Recognition. In: Computer Speech and Language. ; 2016.
LibreCat | Files available | Download (ext.)
 
[6]
2016 | Conference Paper | LibreCat-ID: 11908 | OA
Menne T, Heymann J, Alexandridis A, et al. The RWTH/UPB/FORTH System Combination for the 4th CHiME Challenge Evaluation. In: Computer Speech and Language. ; 2016.
LibreCat | Download (ext.)
 
[5]
2015 | Conference Paper | LibreCat-ID: 11755 | OA
Drude L, Jacob F, Haeb-Umbach R. DOA-Estimation based on a Complex Watson Kernel Method. In: 23th European Signal Processing Conference (EUSIPCO 2015). ; 2015.
LibreCat | Files available | Download (ext.)
 
[4]
2015 | Conference Paper | LibreCat-ID: 11810
Heymann J, Drude L, Chinaev A, Haeb-Umbach R. BLSTM supported GEV Beamformer Front-End for the 3RD CHiME Challenge. In: Automatic Speech Recognition and Understanding Workshop (ASRU 2015). ; 2015.
LibreCat
 
[3]
2015 | Conference Paper | LibreCat-ID: 11919 | OA
Walter O, Drude L, Haeb-Umbach R. Source Counting in Speech Mixtures by Nonparametric Bayesian Estimation of an infinite Gaussian Mixture Model. In: 40th International Conference on Acoustics, Speech and Signal Processing (ICASSP 2015). ; 2015.
LibreCat | Files available | Download (ext.)
 
[2]
2014 | Conference Paper | LibreCat-ID: 11752 | OA
Drude L, Chinaev A, Tran Vu DH, Haeb-Umbach R. Source Counting in Speech Mixtures Using a Variational EM Approach for Complexwatson Mixture Models. In: 39th International Conference on Acoustics, Speech and Signal Processing (ICASSP 2014). ; 2014.
LibreCat | Files available | Download (ext.)
 
[1]
2014 | Conference Paper | LibreCat-ID: 11753 | OA
Drude L, Chinaev A, Tran Vu DH, Haeb-Umbach R. Towards Online Source Counting in Speech Mixtures Applying a Variational EM for Complex Watson Mixture Models. In: 14th International Workshop on Acoustic Signal Enhancement (IWAENC 2014). ; 2014:213-217.
LibreCat | Files available | Download (ext.)
 
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