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2020 – today
- 2024
[j7]Carlo Aironi
, Samuele Cornell, Stefano Squartini:
A Graph-Based Neural Approach to Linear Sum Assignment Problems. Int. J. Neural Syst. 34(3): 2450011:1-2450011:18 (2024)- [j6]Giovanni Morrone, Samuele Cornell, Luca Serafini, Enrico Zovato, Alessio Brutti, Stefano Squartini:
End-to-end integration of speech separation and voice activity detection for low-latency diarization of telephone conversations. Speech Commun. 161: 103081 (2024) - [c31]Luca Della Libera, Cem Subakan, Mirco Ravanelli, Samuele Cornell, Frédéric Lepoutre, François Grondin:
Resource-Efficient Separation Transformer. ICASSP 2024: 761-765 - [c30]Samuele Cornell, Jee-Weon Jung, Shinji Watanabe, Stefano Squartini:
One Model to Rule Them All ? Towards End-to-End Joint Speaker Diarization and Speech Recognition. ICASSP 2024: 11856-11860 - [i32]Wangyou Zhang, Robin Scheibler, Kohei Saijo, Samuele Cornell, Chenda Li, Zhaoheng Ni, Anurag Kumar, Jan Pirklbauer, Marvin Sach, Shinji Watanabe, Tim Fingscheidt, Yanmin Qian:
URGENT Challenge: Universality, Robustness, and Generalizability For Speech Enhancement. CoRR abs/2406.04660 (2024) - [i31]Samuele Cornell, Janek Ebbers, Constance Douwes, Irene Martín-Morató, Manu Harju, Annamaria Mesaros, Romain Serizel:
DCASE 2024 Task 4: Sound Event Detection with Heterogeneous Data and Missing Labels. CoRR abs/2406.08056 (2024) - [i30]Chenda Li, Samuele Cornell, Shinji Watanabe, Yanmin Qian:
Diffusion-based Generative Modeling with Discriminative Guidance for Streamable Speech Enhancement. CoRR abs/2406.13471 (2024) - [i29]Samuele Cornell, Taejin Park, Steve Huang, Christoph Böddeker, Xuankai Chang, Matthew Maciejewski, Matthew Wiesner, Paola García, Shinji Watanabe:
The CHiME-8 DASR Challenge for Generalizable and Array Agnostic Distant Automatic Speech Recognition and Diarization. CoRR abs/2407.16447 (2024) - [i28]Samuele Cornell, Jordan Darefsky, Zhiyao Duan, Shinji Watanabe:
Generating Data with Text-to-Speech and Large-Language Models for Conversational Speech Recognition. CoRR abs/2408.09215 (2024) - [i27]Masao Someki, Kwanghee Choi, Siddhant Arora, William Chen, Samuele Cornell, Jionghao Han, Yifan Peng, Jiatong Shi, Vaibhav Srivastav, Shinji Watanabe:
ESPnet-EZ: Python-only ESPnet for Easy Fine-tuning and Integration. CoRR abs/2409.09506 (2024) - 2023
- [j5]Luca Serafini, Samuele Cornell, Giovanni Morrone, Enrico Zovato, Alessio Brutti, Stefano Squartini:
An experimental review of speaker diarization methods with application to two-speaker conversational telephone speech recordings. Comput. Speech Lang. 82: 101534 (2023) - [j4]Yen-Ju Lu, Xuankai Chang, Chenda Li, Wangyou Zhang, Samuele Cornell, Zhaoheng Ni, Yoshiki Masuyama, Brian Yan, Robin Scheibler, Zhong-Qiu Wang, Yu Tsao, Yanmin Qian, Shinji Watanabe:
Software Design and User Interface of ESPnet-SE++: Speech Enhancement for Robust Speech Processing. J. Open Source Softw. 8(91): 5403 (2023) - [j3]Cem Subakan, Mirco Ravanelli, Samuele Cornell, François Grondin, Mirko Bronzi:
Exploring Self-Attention Mechanisms for Speech Separation. IEEE ACM Trans. Audio Speech Lang. Process. 31: 2169-2180 (2023) - [j2]Zhong-Qiu Wang, Samuele Cornell, Shukjae Choi, Younglo Lee, Byeong-Yeol Kim, Shinji Watanabe:
TF-GridNet: Integrating Full- and Sub-Band Modeling for Speech Separation. IEEE ACM Trans. Audio Speech Lang. Process. 31: 3221-3236 (2023) - [c29]Carlo Aironi, Samuele Cornell, Luca Serafini, Stefano Squartini:
A Time-Frequency Generative Adversarial Based Method for Audio Packet Loss Concealment. EUSIPCO 2023: 121-125 - [c28]Samuele Cornell, Zhong-Qiu Wang, Yoshiki Masuyama, Shinji Watanabe, Manuel Pariente, Nobutaka Ono, Stefano Squartini:
Multi-Channel Speaker Extraction with Adversarial Training: The Wavlab Submission to The Clarity ICASSP 2023 Grand Challenge. ICASSP 2023: 1-2 - [c27]Romain Serizel, Samuele Cornell, Nicolas Turpault:
Performance Above All? Energy Consumption vs. Performance, a Study on Sound Event Detection with Heterogeneous Data. ICASSP 2023: 1-5 - [c26]Zhong-Qiu Wang, Samuele Cornell, Shukjae Choi, Younglo Lee, Byeong-Yeol Kim, Shinji Watanabe:
TF-GRIDNET: Making Time-Frequency Domain Models Great Again for Monaural Speaker Separation. ICASSP 2023: 1-5 - [c25]Zhong-Qiu Wang, Samuele Cornell, Shukjae Choi, Younglo Lee, Byeong-Yeol Kim, Shinji Watanabe:
FNeural Speech Enhancement with Very Low Algorithmic Latency and Complexity via Integrated full- and sub-band Modeling. ICASSP 2023: 1-5 - [c24]Carlo Aironi, Samuele Cornell, Leonardo Gabrielli, Stefano Squartini:
A Score-aware Generative Approach for Music Signals Inpainting. IS2 2023: 1-7 - [c23]Yoshiki Masuyama, Xuankai Chang, Wangyou Zhang, Samuele Cornell, Zhong-Qiu Wang, Nobutaka Ono, Yanmin Qian, Shinji Watanabe:
Exploring the Integration of Speech Separation and Recognition with Self-Supervised Learning Representation. WASPAA 2023: 1-5 - [d1]Yen-Ju Lu, Xuankai Chang, Chenda Li, Wangyou Zhang, Samuele Cornell, Zhaoheng Ni, Yoshiki Masuyama, Brian Yan, Robin Scheibler, Zhong-Qiu Wang, Yu Tsao, Yanmin Qian, Shinji Watanabe:
Software Design and User Interface of ESPnet-SE++: Speech Enhancement for Robust Speech Processing (espnet-v.202310). Zenodo, 2023
- [i26]Samuele Cornell, Zhong-Qiu Wang, Yoshiki Masuyama, Shinji Watanabe, Manuel Pariente, Nobutaka Ono:
Multi-Channel Target Speaker Extraction with Refinement: The WavLab Submission to the Second Clarity Enhancement Challenge. CoRR abs/2302.07928 (2023) - [i25]Giovanni Morrone, Samuele Cornell, Luca Serafini, Enrico Zovato, Alessio Brutti, Stefano Squartini:
End-to-End Integration of Speech Separation and Voice Activity Detection for Low-Latency Diarization of Telephone Conversations. CoRR abs/2303.12002 (2023) - [i24]Zhong-Qiu Wang, Samuele Cornell, Shukjae Choi, Younglo Lee, Byeong-Yeol Kim, Shinji Watanabe:
Neural Speech Enhancement with Very Low Algorithmic Latency and Complexity via Integrated Full- and Sub-Band Modeling. CoRR abs/2304.08707 (2023) - [i23]Luca Serafini, Samuele Cornell, Giovanni Morrone, Enrico Zovato, Alessio Brutti, Stefano Squartini:
An Experimental Review of Speaker Diarization methods with application to Two-Speaker Conversational Telephone Speech recordings. CoRR abs/2305.18074 (2023) - [i22]Samuele Cornell, Matthew Wiesner, Shinji Watanabe, Desh Raj, Xuankai Chang, Paola García, Yoshiki Masuyama, Zhong-Qiu Wang, Stefano Squartini, Sanjeev Khudanpur:
The CHiME-7 DASR Challenge: Distant Meeting Transcription with Multiple Devices in Diverse Scenarios. CoRR abs/2306.13734 (2023) - [i21]Yoshiki Masuyama, Xuankai Chang, Wangyou Zhang, Samuele Cornell, Zhong-Qiu Wang, Nobutaka Ono, Yanmin Qian, Shinji Watanabe:
Exploring the Integration of Speech Separation and Recognition with Self-Supervised Learning Representation. CoRR abs/2307.12231 (2023) - [i20]Samuele Cornell, Jee-weon Jung, Shinji Watanabe, Stefano Squartini:
One model to rule them all ? Towards End-to-End Joint Speaker Diarization and Speech Recognition. CoRR abs/2310.01688 (2023) - [i19]Jeff Hwang, Moto Hira, Caroline Chen, Xiaohui Zhang, Zhaoheng Ni, Guangzhi Sun, Pingchuan Ma, Ruizhe Huang, Vineel Pratap, Yuekai Zhang, Anurag Kumar, Chin-Yun Yu, Chuang Zhu, Chunxi Liu, Jacob Kahn, Mirco Ravanelli, Peng Sun, Shinji Watanabe, Yangyang Shi, Yumeng Tao, Robin Scheibler, Samuele Cornell, Sean Kim, Stavros Petridis:
TorchAudio 2.1: Advancing speech recognition, self-supervised learning, and audio processing components for PyTorch. CoRR abs/2310.17864 (2023) - 2022
- [j1]Samuele Cornell, Maurizio Omologo, Stefano Squartini, Emmanuel Vincent:
Overlapped Speech Detection and speaker counting using distant microphone arrays. Comput. Speech Lang. 72: 101306 (2022) - [c22]Carlo Aironi, Samuele Cornell, Stefano Squartini:
Tackling the Linear Sum Assignment Problem with Graph Neural Networks. AII 2022: 90-101 - [c21]Francesca Ronchini, Samuele Cornell, Romain Serizel, Nicolas Turpault, Eduardo Fonseca, Daniel P. W. Ellis:
Description and Analysis of Novelties Introduced in DCASE Task 4 2022 on the Baseline System. DCASE 2022 - [c20]Carlo Aironi, Samuele Cornell, Emanuele Principi, Stefano Squartini:
Graph Node Embeddings for ontology-aware Sound Event Classification: an evaluation study. EUSIPCO 2022: 414-418 - [c19]Samuele Cornell, Manuel Pariente, François Grondin, Stefano Squartini:
Learning Filterbanks for End-to-End Acoustic Beamforming. ICASSP 2022: 6507-6511 - [c18]Cem Subakan, Mirco Ravanelli, Samuele Cornell, François Grondin:
Real-M: Towards Speech Separation on Real Mixtures. ICASSP 2022: 6862-6866 - [c17]Yen-Ju Lu, Samuele Cornell, Xuankai Chang, Wangyou Zhang, Chenda Li, Zhaoheng Ni, Zhong-Qiu Wang, Shinji Watanabe:
Towards Low-Distortion Multi-Channel Speech Enhancement: The ESPNET-Se Submission to the L3DAS22 Challenge. ICASSP 2022: 9201-9205 - [c16]Yen-Ju Lu, Xuankai Chang, Chenda Li, Wangyou Zhang, Samuele Cornell, Zhaoheng Ni, Yoshiki Masuyama, Brian Yan, Robin Scheibler, Zhong-Qiu Wang, Yu Tsao, Yanmin Qian, Shinji Watanabe:
ESPnet-SE++: Speech Enhancement for Robust Speech Recognition, Translation, and Understanding. INTERSPEECH 2022: 5458-5462 - [c15]Yoshiki Masuyama, Xuankai Chang, Samuele Cornell, Shinji Watanabe, Nobutaka Ono:
End-to-End Integration of Speech Recognition, Dereverberation, Beamforming, and Self-Supervised Learning Representation. SLT 2022: 260-265 - [c14]Giovanni Morrone, Samuele Cornell, Desh Raj, Luca Serafini, Enrico Zovato, Alessio Brutti, Stefano Squartini:
Low-Latency Speech Separation Guided Diarization for Telephone Conversations. SLT 2022: 641-646 - [c13]Samuele Cornell, Thomas Balestri, Thibaud Sénéchal:
Implicit Acoustic Echo Cancellation for Keyword Spotting and Device-Directed Speech Detection. SLT 2022: 1052-1058 - [i18]Cem Subakan, Mirco Ravanelli, Samuele Cornell, François Grondin, Mirko Bronzi:
On Using Transformers for Speech-Separation. CoRR abs/2202.02884 (2022) - [i17]Yen-Ju Lu, Samuele Cornell, Xuankai Chang, Wangyou Zhang, Chenda Li, Zhaoheng Ni, Zhong-Qiu Wang, Shinji Watanabe:
Towards Low-distortion Multi-channel Speech Enhancement: The ESPNet-SE Submission to The L3DAS22 Challenge. CoRR abs/2202.12298 (2022) - [i16]Cem Subakan, Mirco Ravanelli, Samuele Cornell, Frédéric Lepoutre, François Grondin:
Resource-Efficient Separation Transformer. CoRR abs/2206.09507 (2022) - [i15]Yen-Ju Lu, Xuankai Chang, Chenda Li, Wangyou Zhang, Samuele Cornell, Zhaoheng Ni, Yoshiki Masuyama, Brian Yan, Robin Scheibler, Zhong-Qiu Wang, Yu Tsao, Yanmin Qian, Shinji Watanabe:
ESPnet-SE++: Speech Enhancement for Robust Speech Recognition, Translation, and Understanding. CoRR abs/2207.09514 (2022) - [i14]Zhong-Qiu Wang, Samuele Cornell, Shukjae Choi, Younglo Lee, Byeong-Yeol Kim, Shinji Watanabe:
TF-GridNet: Making Time-Frequency Domain Models Great Again for Monaural Speaker Separation. CoRR abs/2209.03952 (2022) - [i13]Francesca Ronchini, Samuele Cornell, Romain Serizel, Nicolas Turpault, Eduardo Fonseca, Daniel P. W. Ellis:
Description and analysis of novelties introduced in DCASE Task 4 2022 on the baseline system. CoRR abs/2210.07856 (2022) - [i12]Yoshiki Masuyama, Xuankai Chang, Samuele Cornell, Shinji Watanabe, Nobutaka Ono:
End-to-End Integration of Speech Recognition, Dereverberation, Beamforming, and Self-Supervised Learning Representation. CoRR abs/2210.10742 (2022) - [i11]Zhong-Qiu Wang, Samuele Cornell, Shukjae Choi, Younglo Lee, Byeong-Yeol Kim, Shinji Watanabe:
TF-GridNet: Integrating Full- and Sub-Band Modeling for Speech Separation. CoRR abs/2211.12433 (2022) - 2021
- [c12]Francesca Ronchini, Romain Serizel, Nicolas Turpault, Samuele Cornell:
The Impact of Non-Target Events in Synthetic Soundscapes for Sound Event Detection. DCASE 2021: 115-119 - [c11]Carlo Aironi, Samuele Cornell, Emanuele Principi, Stefano Squartini:
Graph-based Representation of Audio signals for Sound Event Classification. EUSIPCO 2021: 566-570 - [c10]Cem Subakan, Mirco Ravanelli, Samuele Cornell, Mirko Bronzi, Jianyuan Zhong:
Attention Is All You Need In Speech Separation. ICASSP 2021: 21-25 - [c9]Samuele Cornell, Alessio Brutti, Marco Matassoni, Stefano Squartini:
Learning to Rank Microphones for Distant Speech Recognition. Interspeech 2021: 3855-3859 - [i10]Samuele Cornell, Alessio Brutti, Marco Matassoni, Stefano Squartini:
Learning to Rank Microphones for Distant Speech Recognition. CoRR abs/2104.02819 (2021) - [i9]Mirco Ravanelli, Titouan Parcollet, Peter Plantinga, Aku Rouhe, Samuele Cornell, Loren Lugosch, Cem Subakan, Nauman Dawalatabad, Abdelwahab Heba, Jianyuan Zhong, Ju-Chieh Chou, Sung-Lin Yeh, Szu-Wei Fu, Chien-Feng Liao, Elena Rastorgueva, François Grondin, William Aris, Hwidong Na, Yan Gao, Renato De Mori, Yoshua Bengio:
SpeechBrain: A General-Purpose Speech Toolkit. CoRR abs/2106.04624 (2021) - [i8]Francesca Ronchini, Romain Serizel, Nicolas Turpault, Samuele Cornell:
The impact of non-target events in synthetic soundscapes for sound event detection. CoRR abs/2109.14061 (2021) - [i7]Cem Subakan, Mirco Ravanelli, Samuele Cornell, François Grondin:
REAL-M: Towards Speech Separation on Real Mixtures. CoRR abs/2110.10812 (2021) - [i6]Samuele Cornell, Manuel Pariente, François Grondin, Stefano Squartini:
Learning Filterbanks for End-to-End Acoustic Beamforming. CoRR abs/2111.04614 (2021) - [i5]Samuele Cornell, Thomas Balestri, Thibaud Sénéchal:
Implicit Acoustic Echo Cancellation for Keyword Spotting and Device-Directed Speech Detection. CoRR abs/2111.10639 (2021) - 2020
- [c8]Samuele Cornell, Michel Olvera, Manuel Pariente, Giovanni Pepe, Emanuele Principi, Leonardo Gabrielli, Stefano Squartini:
Domain-Adversarial Training and Trainable Parallel Front-End for the DCASE 2020 Task 4 Sound Event Detection Challenge. DCASE 2020: 26-30 - [c7]Samuele Cornell, Michel Olvera, Manuel Pariente, Giovanni Pepe, Emanuele Principi, Leonardo Gabrielli, Stefano Squartini:
Task-Aware Separation for the DCASE 2020 Task 4 Sound Event Detection and Separation Challenge. DCASE 2020: 31-35 - [c6]Manuel Pariente, Samuele Cornell, Antoine Deleforge, Emmanuel Vincent:
Filterbank Design for End-to-end Speech Separation. ICASSP 2020: 6364-6368 - [c5]Samuele Cornell, Emanuele Principi, Stefano Squartini:
A Novel Adversarial Training Scheme for Deep Neural Network based Speech Enhancement. IJCNN 2020: 1-8 - [c4]Marco Severini, Emanuele Principi, Samuele Cornell, Leonardo Gabrielli, Stefano Squartini:
Who Cried When: Infant Cry Diarization with Dilated Fully-Convolutional Neural Networks. IJCNN 2020: 1-8 - [c3]Manuel Pariente, Samuele Cornell, Joris Cosentino, Sunit Sivasankaran, Efthymios Tzinis, Jens Heitkaemper, Michel Olvera, Fabian-Robert Stöter, Mathieu Hu, Juan M. Martín-Doñas, David Ditter, Ariel Frank, Antoine Deleforge, Emmanuel Vincent:
Asteroid: The PyTorch-Based Audio Source Separation Toolkit for Researchers. INTERSPEECH 2020: 2637-2641 - [c2]Samuele Cornell, Maurizio Omologo, Stefano Squartini, Emmanuel Vincent:
Detecting and Counting Overlapping Speakers in Distant Speech Scenarios. INTERSPEECH 2020: 3107-3111 - [i4]Manuel Pariente, Samuele Cornell, Joris Cosentino, Sunit Sivasankaran, Efthymios Tzinis, Jens Heitkaemper, Michel Olvera, Fabian-Robert Stöter, Mathieu Hu, Juan M. Martín-Doñas, David Ditter, Ariel Frank, Antoine Deleforge, Emmanuel Vincent:
Asteroid: the PyTorch-based audio source separation toolkit for researchers. CoRR abs/2005.04132 (2020) - [i3]Cem Subakan, Mirco Ravanelli, Samuele Cornell, Mirko Bronzi, Jianyuan Zhong:
Attention is All You Need in Speech Separation. CoRR abs/2010.13154 (2020)
2010 – 2019
- 2019
- [c1]Alessandro Terenzi, Valeria Bruschi, Samuele Cornell, Andrea Castellani, Stefania Cecchi:
A Multiband Structure based on Hammerstein Model for Nonlinear Audio System Identification. ISPA 2019: 9-14 - [i2]Manuel Pariente, Samuele Cornell, Antoine Deleforge, Emmanuel Vincent:
Filterbank design for end-to-end speech separation. CoRR abs/1910.10400 (2019) - [i1]Md. Sahidullah, Jose Patino, Samuele Cornell, Ruiqing Yin, Sunit Sivasankaran, Hervé Bredin, Pavel Korshunov, Alessio Brutti, Romain Serizel, Emmanuel Vincent, Nicholas W. D. Evans, Sébastien Marcel, Stefano Squartini, Claude Barras:
The Speed Submission to DIHARD II: Contributions & Lessons Learned. CoRR abs/1911.02388 (2019)
Coauthor Index
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