| Publikationstyp: | Konferenz: Paper |
| Art der Begutachtung: | Peer review (Publikation) |
| Titel: | Evaluating audiovisual source separation in the context of video conferencing |
| Autor/-in: | Inan, Berkay Cernak, Milos Grabner, Helmut Tukuljac, Helena Peic Pena, Rodrigo C. G. Ricaud, Benjamin |
| et. al: | No |
| DOI: | 10.21437/Interspeech.2019-2671 |
| Tagungsband: | Proceedings Interspeech 2019 |
| Seite(n): | 4579 |
| Seiten bis: | 4583 |
| Angaben zur Konferenz: | Interspeech 2019, Graz, Austria, 15-19 September 2019 |
| Erscheinungsdatum: | 2019 |
| Verlag / Hrsg. Institution: | International Speech Communication Association (ISCA) |
| Sprache: | Englisch |
| Schlagwörter: | Speech enhancement; Source separation; Multi-modal; Aaudiovisual |
| Fachgebiet (DDC): | 621.3: Elektro-, Kommunikations-, Steuerungs- und Regelungstechnik |
| Zusammenfassung: | Source separation involving mono-channel audio is a challenging problem, in particular for speech separation where source contributions overlap both in time and frequency. This task is of high interest for applications such as video conferencing. Recent progress in machine learning has shown that the combination of visual cues, coming from the video, can increase the source separation performance. Starting from a recently designed deep neural network, we assess its ability and robustness to separate the visible speakers’ speech from other interfering speeches or signals. We test it for different configuration of video recordings where the speaker’s face may not be fully visible. We also asses the performance of the network with respect to different sets of visual features from the speakers’ faces. |
| URI: | https://digitalcollection.zhaw.ch/handle/11475/18478 |
| Volltext Version: | Publizierte Version |
| Lizenz (gemäss Verlagsvertrag): | Lizenz gemäss Verlagsvertrag |
| Departement: | School of Engineering |
| Organisationseinheit: | Institut für Datenanalyse und Prozessdesign (IDP) |
| Enthalten in den Sammlungen: | Publikationen School of Engineering |
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Inan, B., Cernak, M., Grabner, H., Tukuljac, H. P., Pena, R. C. G., & Ricaud, B. (2019). Evaluating audiovisual source separation in the context of video conferencing [Conference paper]. Proceedings Interspeech 2019, 4579–4583. https://doi.org/10.21437/Interspeech.2019-2671
Inan, B. et al. (2019) ‘Evaluating audiovisual source separation in the context of video conferencing’, in Proceedings Interspeech 2019. International Speech Communication Association (ISCA), pp. 4579–4583. Available at: https://doi.org/10.21437/Interspeech.2019-2671.
B. Inan, M. Cernak, H. Grabner, H. P. Tukuljac, R. C. G. Pena, and B. Ricaud, “Evaluating audiovisual source separation in the context of video conferencing,” in Proceedings Interspeech 2019, 2019, pp. 4579–4583. doi: 10.21437/Interspeech.2019-2671.
INAN, Berkay, Milos CERNAK, Helmut GRABNER, Helena Peic TUKULJAC, Rodrigo C. G. PENA und Benjamin RICAUD, 2019. Evaluating audiovisual source separation in the context of video conferencing. In: Proceedings Interspeech 2019. Conference paper. International Speech Communication Association (ISCA). 2019. S. 4579–4583
Inan, Berkay, Milos Cernak, Helmut Grabner, Helena Peic Tukuljac, Rodrigo C. G. Pena, and Benjamin Ricaud. 2019. “Evaluating Audiovisual Source Separation in the Context of Video Conferencing.” Conference paper. In Proceedings Interspeech 2019, 4579–83. International Speech Communication Association (ISCA). https://doi.org/10.21437/Interspeech.2019-2671.
Inan, Berkay, et al. “Evaluating Audiovisual Source Separation in the Context of Video Conferencing.” Proceedings Interspeech 2019, International Speech Communication Association (ISCA), 2019, pp. 4579–83, https://doi.org/10.21437/Interspeech.2019-2671.
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