{"title":"PHAIN: Audio Inpainting via Phase-Aware Optimization With Instantaneous Frequency","authors":"Tomoro Tanaka;Kohei Yatabe;Yasuhiro Oikawa","doi":"10.1109/TASLP.2024.3463415","DOIUrl":null,"url":null,"abstract":"Audio inpainting restores locally corrupted parts of digital audio signals. Sparsity-based methods achieve this by promoting sparsity in the time-frequency (T-F) domain, assuming short-time audio segments consist of a few sinusoids. However, such sparsity promotion reduces the magnitudes of the resulting waveforms; moreover, it often ignores the temporal connections of sinusoidal components. To address these problems, we propose a novel phase-aware audio inpainting method. Our method minimizes the time variations of a particular T-F representation calculated using the time derivative of the phase. This promotes sinusoidal components that coherently fit in the corrupted parts without directly suppressing the magnitudes. Both objective and subjective experiments confirmed the superiority of the proposed method compared with state-of-the-art methods.","PeriodicalId":13332,"journal":{"name":"IEEE/ACM Transactions on Audio, Speech, and Language Processing","volume":"32 ","pages":"4471-4485"},"PeriodicalIF":4.1000,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE/ACM Transactions on Audio, Speech, and Language Processing","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10684068/","RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ACOUSTICS","Score":null,"Total":0}
引用次数: 0
Abstract
Audio inpainting restores locally corrupted parts of digital audio signals. Sparsity-based methods achieve this by promoting sparsity in the time-frequency (T-F) domain, assuming short-time audio segments consist of a few sinusoids. However, such sparsity promotion reduces the magnitudes of the resulting waveforms; moreover, it often ignores the temporal connections of sinusoidal components. To address these problems, we propose a novel phase-aware audio inpainting method. Our method minimizes the time variations of a particular T-F representation calculated using the time derivative of the phase. This promotes sinusoidal components that coherently fit in the corrupted parts without directly suppressing the magnitudes. Both objective and subjective experiments confirmed the superiority of the proposed method compared with state-of-the-art methods.
期刊介绍:
The IEEE/ACM Transactions on Audio, Speech, and Language Processing covers audio, speech and language processing and the sciences that support them. In audio processing: transducers, room acoustics, active sound control, human audition, analysis/synthesis/coding of music, and consumer audio. In speech processing: areas such as speech analysis, synthesis, coding, speech and speaker recognition, speech production and perception, and speech enhancement. In language processing: speech and text analysis, understanding, generation, dialog management, translation, summarization, question answering and document indexing and retrieval, as well as general language modeling.