Papers

딥러닝 기반 종단 간 다채널 음질 개선 알고리즘

Domestic Conference
2016~2020
작성자
이지현
작성일
2020-08-01 21:52
조회
7520
Authors : 이성현, 강홍구

Year : 2020

Publisher / Conference : 전자공학회 하계학술대회

Page : 968-970

In this paper, we propose a deep learning-based multi-channel speech enhancement algorithm. The proposed system consists of three sub-modules such as magnitude estimation, phase estimation, and spatial filtering modules. To minimize the distortion between the target speech and enhanced signal waveform, we adopt an end-to-end modeling architecture that considers time-domain reconstruction loss, magnitude and phase spectrum loss, and spatial information between microphones. The experimental results show that the proposed model shows much better performance than conventional algorithm in terms of noise reduction, intelligibility and speech quality.

삼성 전기 논문상 수상작
전체 381
381 International Conference Seyun Um, Doyeon Kim, Hong-Goo Kang "HANUI: Harnessing Distributional Discrepancies for Singing Voice Deepfake Detection" in in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2026
380 International Conference Miseul Kim, Soo jin Park, Kyungguen Byun, Hyeon-Kyeong Shin, Sunkuk Moon, Shuhua Zhang, Erik Visser "Mitigating Intra-Speaker Variability in Diarization with Style-Controllable Speech Augmentation" in in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2026
379 International Conference Woongjib Choi, Sangmin Lee, Hyungseob Lim, Hong-Goo Kang "UniverSR: Unified and Versatile Audio Super-Resolution via Vocoder-Free Flow Matching" in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2026
378 International Journal Hyeonjin Cha, Seyun Um, Miseul Kim, Changhwan Kim, Seungshin Lee, Hong-Goo Kang "Content-Aware Style Augmentation for Zero-Shot Voice Conversion With Short Target Speech" in IEEE Signal Processing Letters, vol.33, pp.66-70, 2025
377 Domestic Conference 신재훈, 최웅집, 김병현, 장인선, 강홍구 "조건부 플로우 매칭을 활용한 심층 신경망 기반 음성 코덱 향상 기법" in 한국방송·미디어공학회 2025년 하계학술대회, 2025
376 International Conference Miseul Kim, Seyun Um, Hyeonjin Cha, Hong-Goo Kang "SpeechMLC: Speech Multi-Label Classification" in INTERSPEECH, 2025
375 International Conference Sangmin Lee, Woojin Chung, Seyun Um, and Hong-Goo Kang "UniCoM: A Universal Code-Switching Speech Generator" in EMNLP Findings, 2025
374 International Conference Woongjib Choi, Byeong Hyeon Kim, Hyungseob Lim, Inseon Jang, Hong-Goo Kang "Neural Spectral Band Generation for Audio Coding" in INTERSPEECH, 2025
373 International Conference Jihyun Kim, Doyeon Kim, Hyewon Han, Jinyoung Lee, Jonguk Yoo, Chang Woo Han, Jeongook Song, Hoon-Young Cho, Hong-Goo Kang "Quadruple Path Modeling with Latent Feature Transfer for Permutation-free Continuous Speech Separation" in INTERSPEECH, 2025
372 International Conference Byeong Hyeon Kim,Hyungseob Lim,Inseon Jang,Hong-Goo Kang "Towards an Ultra-Low-Delay Neural Audio Coding with Computational Efficiency" in INTERSPEECH, 2025