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Journal : Sinergi

Performance of speech enhancement models in video conferences: DeepFilterNet3 and RNNoise Maulana, Muhammad Iqbal; Raisul Akbar, Muhammad Fadhlillah; Iklima, Zendi
SINERGI Vol 29, No 2 (2025)
Publisher : Universitas Mercu Buana

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22441/sinergi.2025.2.001

Abstract

As remote work and online education continue to gain prominence, the importance of clear audio communication becomes crucial. Deep Learning-based Speech Enhancement has emerged as a promising solution for processing data in noisy environments. In this study, we conducted an in-depth analysis of two speech enhancement models, RNNoise and DeepFilterNet3, selected for their respective strengths. DeepFilterNet3 leverages time-frequency masking with a Complex Mask filter, while RNNoise employs Recurrent Neural Networks with lower complexity. The performance evaluation in training revealed that RNNoise demonstrated impressive denoising capabilities, achieving low loss values, while DeepFilterNet3 showed superior generalization. Specifically, "DeepFilterNet3 (Pre-Trained)" exhibited the best overall performance, excelling in intelligibility and speech quality. RNNoise also performed well in subjective quality measures. Furthermore, we assessed the real-time processing efficiency of both models. Both RNNoise variants processed speech signals almost in real-time, whereas DeepFilterNet3, though slightly slower, remained efficient. The findings demonstrate significant improvements in speech quality, with "DeepFilterNet3 (Pre-Trained)" emerging as the top-performing model. The implications of this study have the potential to enhance video conference experiences and contribute to the improvement of remote work and online education.
Co-Authors Abda Abda Abduh Riski, Abduh Abdul Aziz Abdul Wakil, Abdul Abu Bakar Abul Haris Suryo Negoro Achmad, Ilham Agustina, Citra Sari Ahmad Kamsyakawuni Ahmad Nur Kholis Aini, Intan Nor Albar, Nizam Alfan, Muhammad Ali Fikri, Muhammad Ali Imron Ali, Mukhtar Abdul Amalia, Lathifa Putri Aminan, Muhammad Haris Andita Ayu Mandasari, Andita Ayu Angelina Angelina Apri Heri Iswanto Arsyi, Syahuri Augustina, Sarah Aulia Rahman Ayun, Iqlima Qurrota Azarara, Rangga Agiz Bangun, Kristaninta Baskara, Muhammad Iqbal Adi Binti Azir, Noorazira Binti Borhan, Nadia Binti Rosli, Intan Natasha Daffa, Allan Fa’iq Darisman, Wahyu Dedi Setiawan Dessy Syahniar, Dessy Devi Wulandari Dewi Safitri Dina Suryawati Dini Lestari, Dini DONY ANDRIJANTO Duta, Teuku Fais Dwi Anung Nindito Dyah Ayu Widyastuti Esterina, Meriam Evi Novianti Fatimah, Zuhaida Alma Fauzi Febrianto Fikri, Muhammad Ali Filayani, Muhammad Iqbal Firdausi, Chilyatul Fitrianum, Fadilah Fransisco, Theo Gustiana, Rachmat H, Hana Putri Handika, Yola Rezki Herawati, Dheasy Herdiana, Dian Hidayah, Kurnia Nurul Hidayati, Laeli Nur Hubbul Walidainy Huey, Wong Ming Imam Hanafi Ina Winarni, Ina Irmayani Irmayani Itsna Iftayani, Itsna J, Jaenudin Jalaludin, Muhammad Kahfi, Mohammad Atthar Khairul Kartikasari, Desi Kee, Daisy Mui Hung Khan, Habiburrahman Ahmad Khusni, Indi Afiatul Khusnul Fikriyah Kurnia, Muhammad Hardi Laila, Elvi Nur Nujumul Latifah, Tiara Nurul Lestari, Yuni Dwi Lindri Purbowati Lubis, Muhammad Adly Rahandi Lumban Gaol, Nur Yanti M. Nur, Nuriman Madhika, Tegar Mahdi Santoso Mahromi, Muhammad Maryam, Siti Ayu Maulana, Sena Meita Wulan Sari Melinda Melinda Moh. Sapari Dwi Hadian, Moh. Sapari Dwi Mubarack, Ghivari Mubarokah, Wahyu Lukita Muhamad, Zarfan Fawwaz Muhammad Alfiansyah Muhammad Ilham Maulana Muhammad, Haikal Ihza Nur Muslimin, Abdul Irhas Ihwanul Mustain Mustain Mustofiyah, Siti Miftah Nangingtuari, Irinawati Nashr Akbar, Nashr Nastiti, Annisa Sholihatun Niswah, Tatum Zakiyatun Noor Hamidah, Noor Noor Mahmudah Noviani, Irma Nuraisyah, Farihatun Nurdianyoto, Indra Olivia, Andria Ossa, Yuli Fatzia Pancawati, Julieta Perani Rosyani Poppy Febriana Pratama, Yuliang Angga Primadian, Akmal Putra, Teuku Nanda Putri H, Hana Putri, Liza Agista Syafana Putri, Revalina Agustina Raden Willy Ananta Permadi Raisul Akbar, Muhammad Fadhlillah Rama, Adi Ramadhan, Fazzil Alfis Reni, Dewi Susilo Revita, Nasya Regi Rianjanu, Aditya Rifki Rahmanda Putra Rita Kartika Sari Rohman, Qodratur Rusdanisari, Anna Sabrina, Olivia Ayu Saepudin Saepudin Saputra, Dinar Saputra, Rahmat Sari, Sevy Puspita Setyorini, Novia Puspo Sherina Sherina, Sherina Siswanto, Eko Adi Siti Nur Aisah Stefiana, Nur Auliya Sujana Sujana Suwanda, Astri Aulia Suwandi Suwandi Syah, Nur Ifan Syahrozi, Syahrozi Tarmizi Taher Teti Desyani Tsani, Zuhda Kharisma Ulya, Nanda Himmatul Wafa, Muhammad Ali Wahyu Hidayat Wahyu Hidayat Wawan Hermawan Wibowo, Faizal Andi Wiguna, Dika Wijanarka Wijanarka Wisnaningsih, Wisnaningsih Wulandari, Yessy Putri Wulung, Shandra Rama Panji Yanti, Budi Yulia Margaretta Sari Yusuf Sudo Hadi Zada, Fikri Almer Zahratin, Nur Zainal Abidin Zendi Iklima Zuikrufullah, Moch Aloef Zulkifli Zulkifli