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The proposed observation model relates the noisy reverberant feature to the underlying sequence of clean speech features and the feature of the noise. Nevertheless, due to the complex interaction of these variables in the target domain, the observationmodel cannot be applied to Bayesian feature enhancement directly, calling for approximations that eventually render the observation model useful. The performance of the approximated observation model will highly depend on the capability of modeling the difference between the model and the noisy reverberant observation. A detailed analysis of this observation error will be provided in this work. Among others, it will point out the need to account for the instantaneous ratio of the reverberant speech power and the noise power. Index Terms: Bayesian feature enhancement, observation model for noisy reverberant speech"}],"publication":"Speech Communication; 10. ITG Symposium; Proceedings of","citation":{"mla":"Leutnant, Volker, et al. “Investigations Into a Statistical Observation Model for Logarithmic Mel Power Spectral Density Features of Noisy Reverberant Speech.” <i>Speech Communication; 10. ITG Symposium; Proceedings Of</i>, 2012, pp. 1–4.","bibtex":"@article{Leutnant_Krueger_Haeb-Umbach_2012, title={Investigations Into a Statistical Observation Model for Logarithmic Mel Power Spectral Density Features of Noisy Reverberant Speech}, journal={Speech Communication; 10. ITG Symposium; Proceedings of}, author={Leutnant, Volker and Krueger, Alexander and Haeb-Umbach, Reinhold}, year={2012}, pages={1–4} }","ama":"Leutnant V, Krueger A, Haeb-Umbach R. Investigations Into a Statistical Observation Model for Logarithmic Mel Power Spectral Density Features of Noisy Reverberant Speech. <i>Speech Communication; 10 ITG Symposium; Proceedings of</i>. 2012:1-4.","ieee":"V. Leutnant, A. Krueger, and R. Haeb-Umbach, “Investigations Into a Statistical Observation Model for Logarithmic Mel Power Spectral Density Features of Noisy Reverberant Speech,” <i>Speech Communication; 10. ITG Symposium; Proceedings of</i>, pp. 1–4, 2012.","apa":"Leutnant, V., Krueger, A., &#38; Haeb-Umbach, R. (2012). Investigations Into a Statistical Observation Model for Logarithmic Mel Power Spectral Density Features of Noisy Reverberant Speech. <i>Speech Communication; 10. ITG Symposium; Proceedings Of</i>, 1–4.","short":"V. Leutnant, A. Krueger, R. Haeb-Umbach, Speech Communication; 10. ITG Symposium; Proceedings Of (2012) 1–4.","chicago":"Leutnant, Volker, Alexander Krueger, and Reinhold Haeb-Umbach. “Investigations Into a Statistical Observation Model for Logarithmic Mel Power Spectral Density Features of Noisy Reverberant Speech.” <i>Speech Communication; 10. ITG Symposium; Proceedings Of</i>, 2012, 1–4."}},{"citation":{"short":"V. Leutnant, A. Krueger, R. Haeb-Umbach, in: Signal Processing, Communications and Computing (ICSPCC), 2012 IEEE International Conference On, 2012.","chicago":"Leutnant, Volker, Alexander Krueger, and Reinhold Haeb-Umbach. “A Statistical Observation Model For Noisy Reverberant Speech Features and Its Application to Robust ASR.” In <i>Signal Processing, Communications and Computing (ICSPCC), 2012 IEEE International Conference On</i>, 2012.","ieee":"V. Leutnant, A. Krueger, and R. Haeb-Umbach, “A Statistical Observation Model For Noisy Reverberant Speech Features and its Application to Robust ASR,” in <i>Signal Processing, Communications and Computing (ICSPCC), 2012 IEEE International Conference on</i>, 2012.","apa":"Leutnant, V., Krueger, A., &#38; Haeb-Umbach, R. (2012). A Statistical Observation Model For Noisy Reverberant Speech Features and its Application to Robust ASR. In <i>Signal Processing, Communications and Computing (ICSPCC), 2012 IEEE International Conference on</i>.","bibtex":"@inproceedings{Leutnant_Krueger_Haeb-Umbach_2012, title={A Statistical Observation Model For Noisy Reverberant Speech Features and its Application to Robust ASR}, booktitle={Signal Processing, Communications and Computing (ICSPCC), 2012 IEEE International Conference on}, author={Leutnant, Volker and Krueger, Alexander and Haeb-Umbach, Reinhold}, year={2012} }","ama":"Leutnant V, Krueger A, Haeb-Umbach R. A Statistical Observation Model For Noisy Reverberant Speech Features and its Application to Robust ASR. In: <i>Signal Processing, Communications and Computing (ICSPCC), 2012 IEEE International Conference On</i>. ; 2012.","mla":"Leutnant, Volker, et al. “A Statistical Observation Model For Noisy Reverberant Speech Features and Its Application to Robust ASR.” <i>Signal Processing, Communications and Computing (ICSPCC), 2012 IEEE International Conference On</i>, 2012."},"publication":"Signal Processing, Communications and Computing (ICSPCC), 2012 IEEE International Conference on","abstract":[{"lang":"eng","text":"In this work, an observation model for the joint compensation of noise and reverberation in the logarithmic mel power spectral density domain is considered. It relates the features of the noisy reverberant speech to those of the non-reverberant speech and the noise. In contrast to enhancement of features only corrupted by reverberation (reverberant features), enhancement of noisy reverberant features requires a more sophisticated model for the error introduced by the proposed observation model. In a first consideration, it will be shown that this error is highly dependent on the instantaneous ratio of the power of reverberant speech to the power of the noise and, moreover, sensitive to the phase between reverberant speech and noise in the short-time discrete Fourier domain. Afterwards, a statistically motivated approach will be presented allowing for the model of the observation error to be inferred from the error model previously used for the reverberation only case. Finally, the developed observation error model will be utilized in a Bayesian feature enhancement scheme, leading to improvements in word accuracy on the AURORA5 database."}],"date_created":"2019-07-12T05:29:44Z","oa":"1","department":[{"_id":"54"}],"type":"conference","keyword":["Robust Automatic Speech Recognition","Bayesian feature enhancement","observation model for reverberant and noisy speech"],"author":[{"last_name":"Leutnant","first_name":"Volker","full_name":"Leutnant, Volker"},{"full_name":"Krueger, Alexander","first_name":"Alexander","last_name":"Krueger"},{"id":"242","full_name":"Haeb-Umbach, Reinhold","last_name":"Haeb-Umbach","first_name":"Reinhold"}],"title":"A Statistical Observation Model For Noisy Reverberant Speech Features and its Application to Robust ASR","year":"2012","status":"public","date_updated":"2022-01-06T06:51:11Z","language":[{"iso":"eng"}],"_id":"11864","main_file_link":[{"open_access":"1","url":"http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6335731"}],"user_id":"44006"},{"type":"report","oa":"1","department":[{"_id":"54"}],"date_created":"2019-07-12T05:29:45Z","citation":{"bibtex":"@book{Leutnant_Krueger_Haeb-Umbach_2012, title={Derivation of the Power Compensation Constant in the Observation Model for Reverberant Speech in the Logarithmic Mel Power Spectral Domain}, author={Leutnant, Volker and Krueger, Alexander and Haeb-Umbach, Reinhold}, year={2012} }","ama":"Leutnant V, Krueger A, Haeb-Umbach R. <i>Derivation of the Power Compensation Constant in the Observation Model for Reverberant Speech in the Logarithmic Mel Power Spectral Domain</i>.; 2012.","mla":"Leutnant, Volker, et al. <i>Derivation of the Power Compensation Constant in the Observation Model for Reverberant Speech in the Logarithmic Mel Power Spectral Domain</i>. 2012.","chicago":"Leutnant, Volker, Alexander Krueger, and Reinhold Haeb-Umbach. <i>Derivation of the Power Compensation Constant in the Observation Model for Reverberant Speech in the Logarithmic Mel Power Spectral Domain</i>, 2012.","short":"V. Leutnant, A. Krueger, R. Haeb-Umbach, Derivation of the Power Compensation Constant in the Observation Model for Reverberant Speech in the Logarithmic Mel Power Spectral Domain, 2012.","ieee":"V. Leutnant, A. Krueger, and R. Haeb-Umbach, <i>Derivation of the Power Compensation Constant in the Observation Model for Reverberant Speech in the Logarithmic Mel Power Spectral Domain</i>. 2012.","apa":"Leutnant, V., Krueger, A., &#38; Haeb-Umbach, R. (2012). <i>Derivation of the Power Compensation Constant in the Observation Model for Reverberant Speech in the Logarithmic Mel Power Spectral Domain</i>."},"user_id":"44006","main_file_link":[{"open_access":"1","url":"https://groups.uni-paderborn.de/nt/pubs/2012/LeuKruHab2012c.pdf"}],"language":[{"iso":"eng"}],"_id":"11865","date_updated":"2022-01-06T06:51:11Z","status":"public","title":"Derivation of the Power Compensation Constant in the Observation Model for Reverberant Speech in the Logarithmic Mel Power Spectral Domain","year":"2012","author":[{"full_name":"Leutnant, Volker","last_name":"Leutnant","first_name":"Volker"},{"full_name":"Krueger, Alexander","last_name":"Krueger","first_name":"Alexander"},{"first_name":"Reinhold","last_name":"Haeb-Umbach","full_name":"Haeb-Umbach, Reinhold","id":"242"}]},{"citation":{"apa":"Tran Vu, D. H., &#38; Haeb-Umbach, R. (2012). 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In: <i>International Workshop on Acoustic Signal Enhancement (IWAENC2012)</i>. ; 2012.","bibtex":"@inproceedings{Tran Vu_Haeb-Umbach_2012, title={Exploiting Temporal Correlations in Joint Multichannel Speech Separation and Noise Suppression using Hidden Markov Models}, booktitle={International Workshop on Acoustic Signal Enhancement (IWAENC2012)}, author={Tran Vu, Dang Hai and Haeb-Umbach, Reinhold}, year={2012} }"},"publication":"International Workshop on Acoustic Signal Enhancement (IWAENC2012)","department":[{"_id":"54"}],"type":"conference","date_created":"2019-07-12T05:30:37Z","date_updated":"2022-01-06T06:51:12Z","author":[{"first_name":"Dang Hai","last_name":"Tran Vu","full_name":"Tran Vu, Dang Hai"},{"full_name":"Haeb-Umbach, Reinhold","first_name":"Reinhold","last_name":"Haeb-Umbach","id":"242"}],"title":"Exploiting Temporal Correlations in Joint Multichannel Speech Separation and Noise Suppression using Hidden Markov Models","status":"public","year":"2012","user_id":"44006","language":[{"iso":"eng"}],"_id":"11910"},{"author":[{"full_name":"Eckhoff, D.","last_name":"Eckhoff","first_name":"D."},{"id":"49154","full_name":"Sommer, Christoph","first_name":"Christoph","orcid":"0000-0002-4336-7350","last_name":"Sommer"},{"first_name":"R.","last_name":"German","full_name":"German, R."},{"first_name":"F.","last_name":"Dressler","full_name":"Dressler, F."}],"publication_identifier":{"isbn":["9781424492688","9781424492664","9781424492671"]},"status":"public","title":"Cooperative Awareness at Low Vehicle Densities: How Parked Cars Can Help See through Buildings","year":"2012","publication_status":"published","date_updated":"2022-01-06T06:51:15Z","language":[{"iso":"eng"}],"_id":"11998","user_id":"49154","doi":"10.1109/glocom.2011.6134402","citation":{"mla":"Eckhoff, D., et al. “Cooperative Awareness at Low Vehicle Densities: How Parked Cars Can Help See through Buildings.” <i>2011 IEEE Global Telecommunications Conference - GLOBECOM 2011</i>, 2012, doi:<a href=\"https://doi.org/10.1109/glocom.2011.6134402\">10.1109/glocom.2011.6134402</a>.","bibtex":"@inproceedings{Eckhoff_Sommer_German_Dressler_2012, title={Cooperative Awareness at Low Vehicle Densities: How Parked Cars Can Help See through Buildings}, DOI={<a href=\"https://doi.org/10.1109/glocom.2011.6134402\">10.1109/glocom.2011.6134402</a>}, booktitle={2011 IEEE Global Telecommunications Conference - GLOBECOM 2011}, author={Eckhoff, D. and Sommer, Christoph and German, R. and Dressler, F.}, year={2012} }","ama":"Eckhoff D, Sommer C, German R, Dressler F. Cooperative Awareness at Low Vehicle Densities: How Parked Cars Can Help See through Buildings. In: <i>2011 IEEE Global Telecommunications Conference - GLOBECOM 2011</i>. ; 2012. doi:<a href=\"https://doi.org/10.1109/glocom.2011.6134402\">10.1109/glocom.2011.6134402</a>","ieee":"D. Eckhoff, C. Sommer, R. German, and F. Dressler, “Cooperative Awareness at Low Vehicle Densities: How Parked Cars Can Help See through Buildings,” in <i>2011 IEEE Global Telecommunications Conference - GLOBECOM 2011</i>, 2012.","apa":"Eckhoff, D., Sommer, C., German, R., &#38; Dressler, F. (2012). Cooperative Awareness at Low Vehicle Densities: How Parked Cars Can Help See through Buildings. In <i>2011 IEEE Global Telecommunications Conference - GLOBECOM 2011</i>. <a href=\"https://doi.org/10.1109/glocom.2011.6134402\">https://doi.org/10.1109/glocom.2011.6134402</a>","chicago":"Eckhoff, D., Christoph Sommer, R. German, and F. Dressler. “Cooperative Awareness at Low Vehicle Densities: How Parked Cars Can Help See through Buildings.” In <i>2011 IEEE Global Telecommunications Conference - GLOBECOM 2011</i>, 2012. <a href=\"https://doi.org/10.1109/glocom.2011.6134402\">https://doi.org/10.1109/glocom.2011.6134402</a>.","short":"D. Eckhoff, C. Sommer, R. German, F. Dressler, in: 2011 IEEE Global Telecommunications Conference - GLOBECOM 2011, 2012."},"publication":"2011 IEEE Global Telecommunications Conference - GLOBECOM 2011","date_created":"2019-07-18T09:52:23Z","department":[{"_id":"589"}],"type":"conference"},{"department":[{"_id":"589"}],"type":"conference","date_created":"2019-07-18T09:52:38Z","citation":{"apa":"Eckhoff, D., Sommer, C., &#38; Dressler, F. (2012). On the Necessity of Accurate IEEE 802.11P Models for IVC Protocol Simulation. In <i>2012 IEEE 75th Vehicular Technology Conference (VTC Spring)</i>. <a href=\"https://doi.org/10.1109/vetecs.2012.6240064\">https://doi.org/10.1109/vetecs.2012.6240064</a>","mla":"Eckhoff, David, et al. “On the Necessity of Accurate IEEE 802.11P Models for IVC Protocol Simulation.” <i>2012 IEEE 75th Vehicular Technology Conference (VTC Spring)</i>, 2012, doi:<a href=\"https://doi.org/10.1109/vetecs.2012.6240064\">10.1109/vetecs.2012.6240064</a>.","ieee":"D. Eckhoff, C. Sommer, and F. Dressler, “On the Necessity of Accurate IEEE 802.11P Models for IVC Protocol Simulation,” in <i>2012 IEEE 75th Vehicular Technology Conference (VTC Spring)</i>, 2012.","short":"D. Eckhoff, C. Sommer, F. Dressler, in: 2012 IEEE 75th Vehicular Technology Conference (VTC Spring), 2012.","ama":"Eckhoff D, Sommer C, Dressler F. On the Necessity of Accurate IEEE 802.11P Models for IVC Protocol Simulation. 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Comparing apples and oranges? In: <i>Proceedings of the Ninth ACM International Workshop on Vehicular Inter-Networking, Systems, and Applications - VANET ’12</i>. ; 2012. doi:<a href=\"https://doi.org/10.1145/2307888.2307895\">10.1145/2307888.2307895</a>","mla":"Joerer, Stefan, et al. “Comparing Apples and Oranges?” <i>Proceedings of the Ninth ACM International Workshop on Vehicular Inter-Networking, Systems, and Applications - VANET ’12</i>, 2012, doi:<a href=\"https://doi.org/10.1145/2307888.2307895\">10.1145/2307888.2307895</a>.","short":"S. Joerer, F. Dressler, C. Sommer, in: Proceedings of the Ninth ACM International Workshop on Vehicular Inter-Networking, Systems, and Applications - VANET ’12, 2012.","chicago":"Joerer, Stefan, Falko Dressler, and Christoph Sommer. “Comparing Apples and Oranges?” In <i>Proceedings of the Ninth ACM International Workshop on Vehicular Inter-Networking, Systems, and Applications - VANET ’12</i>, 2012. <a href=\"https://doi.org/10.1145/2307888.2307895\">https://doi.org/10.1145/2307888.2307895</a>.","ieee":"S. Joerer, F. Dressler, and C. Sommer, “Comparing apples and oranges?,” in <i>Proceedings of the ninth ACM international workshop on Vehicular inter-networking, systems, and applications - VANET ’12</i>, 2012.","apa":"Joerer, S., Dressler, F., &#38; Sommer, C. (2012). Comparing apples and oranges? In <i>Proceedings of the ninth ACM international workshop on Vehicular inter-networking, systems, and applications - VANET ’12</i>. <a href=\"https://doi.org/10.1145/2307888.2307895\">https://doi.org/10.1145/2307888.2307895</a>"},"publication":"Proceedings of the ninth ACM international workshop on Vehicular inter-networking, systems, and applications - VANET '12","user_id":"49154","doi":"10.1145/2307888.2307895","language":[{"iso":"eng"}],"_id":"12021","publication_status":"published","date_updated":"2022-01-06T06:51:15Z","author":[{"full_name":"Joerer, Stefan","first_name":"Stefan","last_name":"Joerer"},{"full_name":"Dressler, Falko","last_name":"Dressler","first_name":"Falko"},{"id":"49154","orcid":"0000-0002-4336-7350","first_name":"Christoph","last_name":"Sommer","full_name":"Sommer, Christoph"}],"publication_identifier":{"isbn":["9781450313179"]},"status":"public","title":"Comparing apples and oranges?","year":"2012"},{"publication":"IEEE Communications Magazine","citation":{"ama":"Joerer S, Sommer C, Dressler F. Toward reproducibility and comparability of IVC simulation studies: a literature survey. <i>IEEE Communications Magazine</i>. 2012:82-88. doi:<a href=\"https://doi.org/10.1109/mcom.2012.6316780\">10.1109/mcom.2012.6316780</a>","bibtex":"@article{Joerer_Sommer_Dressler_2012, title={Toward reproducibility and comparability of IVC simulation studies: a literature survey}, DOI={<a href=\"https://doi.org/10.1109/mcom.2012.6316780\">10.1109/mcom.2012.6316780</a>}, journal={IEEE Communications Magazine}, author={Joerer, Stefan and Sommer, Christoph and Dressler, Falko}, year={2012}, pages={82–88} }","mla":"Joerer, Stefan, et al. “Toward Reproducibility and Comparability of IVC Simulation Studies: A Literature Survey.” <i>IEEE Communications Magazine</i>, 2012, pp. 82–88, doi:<a href=\"https://doi.org/10.1109/mcom.2012.6316780\">10.1109/mcom.2012.6316780</a>.","short":"S. Joerer, C. Sommer, F. Dressler, IEEE Communications Magazine (2012) 82–88.","chicago":"Joerer, Stefan, Christoph Sommer, and Falko Dressler. “Toward Reproducibility and Comparability of IVC Simulation Studies: A Literature Survey.” <i>IEEE Communications Magazine</i>, 2012, 82–88. <a href=\"https://doi.org/10.1109/mcom.2012.6316780\">https://doi.org/10.1109/mcom.2012.6316780</a>.","apa":"Joerer, S., Sommer, C., &#38; Dressler, F. (2012). Toward reproducibility and comparability of IVC simulation studies: a literature survey. <i>IEEE Communications Magazine</i>, 82–88. <a href=\"https://doi.org/10.1109/mcom.2012.6316780\">https://doi.org/10.1109/mcom.2012.6316780</a>","ieee":"S. Joerer, C. Sommer, and F. Dressler, “Toward reproducibility and comparability of IVC simulation studies: a literature survey,” <i>IEEE Communications Magazine</i>, pp. 82–88, 2012."},"date_created":"2019-07-18T09:53:45Z","type":"journal_article","department":[{"_id":"589"}],"year":"2012","title":"Toward reproducibility and comparability of IVC simulation studies: a literature survey","status":"public","publication_identifier":{"issn":["0163-6804"]},"author":[{"first_name":"Stefan","last_name":"Joerer","full_name":"Joerer, Stefan"},{"id":"49154","full_name":"Sommer, Christoph","first_name":"Christoph","orcid":"0000-0002-4336-7350","last_name":"Sommer"},{"last_name":"Dressler","first_name":"Falko","full_name":"Dressler, Falko"}],"date_updated":"2022-01-06T06:51:15Z","publication_status":"published","page":"82-88","language":[{"iso":"eng"}],"_id":"12023","doi":"10.1109/mcom.2012.6316780","user_id":"49154"},{"_id":"12037","language":[{"iso":"eng"}],"doi":"10.1109/pimrc.2012.6362591","user_id":"49154","year":"2012","status":"public","title":"Content downloading in vehicular networks: Bringing parked cars into the picture","publication_identifier":{"isbn":["9781467325691","9781467325660","9781467325684"]},"author":[{"last_name":"Malandrino","first_name":"F.","full_name":"Malandrino, F."},{"first_name":"C.","last_name":"Casetti","full_name":"Casetti, C."},{"first_name":"C. F.","last_name":"Chiasserini","full_name":"Chiasserini, C. F."},{"id":"49154","last_name":"Sommer","first_name":"Christoph","orcid":"0000-0002-4336-7350","full_name":"Sommer, Christoph"},{"full_name":"Dressler, F.","last_name":"Dressler","first_name":"F."}],"date_updated":"2022-01-06T06:51:16Z","publication_status":"published","date_created":"2019-07-18T09:54:21Z","type":"conference","department":[{"_id":"589"}],"publication":"2012 IEEE 23rd International Symposium on Personal, Indoor and Mobile Radio Communications - (PIMRC)","citation":{"chicago":"Malandrino, F., C. Casetti, C. F. Chiasserini, Christoph Sommer, and F. Dressler. “Content Downloading in Vehicular Networks: Bringing Parked Cars into the Picture.” In <i>2012 IEEE 23rd International Symposium on Personal, Indoor and Mobile Radio Communications - (PIMRC)</i>, 2012. <a href=\"https://doi.org/10.1109/pimrc.2012.6362591\">https://doi.org/10.1109/pimrc.2012.6362591</a>.","short":"F. Malandrino, C. Casetti, C.F. 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