CN112820315B - 音频信号处理方法、装置、计算机设备及存储介质 - Google Patents
音频信号处理方法、装置、计算机设备及存储介质 Download PDFInfo
- Publication number
- CN112820315B CN112820315B CN202010670626.9A CN202010670626A CN112820315B CN 112820315 B CN112820315 B CN 112820315B CN 202010670626 A CN202010670626 A CN 202010670626A CN 112820315 B CN112820315 B CN 112820315B
- Authority
- CN
- China
- Prior art keywords
- audio signal
- signal
- domain signal
- frequency domain
- power spectrum
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
- 230000005236 sound signal Effects 0.000 title claims abstract description 177
- 238000003672 processing method Methods 0.000 title claims abstract description 21
- 238000001228 spectrum Methods 0.000 claims abstract description 227
- 238000012545 processing Methods 0.000 claims abstract description 98
- 238000012549 training Methods 0.000 claims abstract description 58
- 238000000034 method Methods 0.000 claims abstract description 45
- 238000003062 neural network model Methods 0.000 claims abstract description 26
- 230000015654 memory Effects 0.000 claims description 20
- 238000010801 machine learning Methods 0.000 claims description 16
- 230000008569 process Effects 0.000 claims description 16
- 238000006243 chemical reaction Methods 0.000 claims description 9
- 230000001629 suppression Effects 0.000 claims description 8
- 230000000306 recurrent effect Effects 0.000 claims description 5
- 230000003595 spectral effect Effects 0.000 claims description 5
- 230000009466 transformation Effects 0.000 claims description 5
- 238000013473 artificial intelligence Methods 0.000 abstract description 17
- 238000010586 diagram Methods 0.000 description 18
- 238000005516 engineering process Methods 0.000 description 14
- 238000004422 calculation algorithm Methods 0.000 description 10
- 238000004364 calculation method Methods 0.000 description 8
- 230000006735 deficit Effects 0.000 description 6
- 238000004590 computer program Methods 0.000 description 5
- 230000006870 function Effects 0.000 description 5
- 230000008439 repair process Effects 0.000 description 4
- 238000011160 research Methods 0.000 description 4
- 241000282414 Homo sapiens Species 0.000 description 3
- 238000004458 analytical method Methods 0.000 description 3
- 230000002238 attenuated effect Effects 0.000 description 3
- 230000008447 perception Effects 0.000 description 3
- 230000004044 response Effects 0.000 description 3
- 230000005540 biological transmission Effects 0.000 description 2
- 238000004891 communication Methods 0.000 description 2
- 238000010276 construction Methods 0.000 description 2
- 238000013135 deep learning Methods 0.000 description 2
- 238000000605 extraction Methods 0.000 description 2
- 238000005259 measurement Methods 0.000 description 2
- 230000003287 optical effect Effects 0.000 description 2
- 238000005067 remediation Methods 0.000 description 2
- 230000006403 short-term memory Effects 0.000 description 2
- 230000006978 adaptation Effects 0.000 description 1
- 238000013459 approach Methods 0.000 description 1
- 238000013528 artificial neural network Methods 0.000 description 1
- 230000006399 behavior Effects 0.000 description 1
- 230000009286 beneficial effect Effects 0.000 description 1
- 238000013500 data storage Methods 0.000 description 1
- 238000013461 design Methods 0.000 description 1
- 238000009432 framing Methods 0.000 description 1
- 230000001771 impaired effect Effects 0.000 description 1
- 230000001939 inductive effect Effects 0.000 description 1
- 230000003993 interaction Effects 0.000 description 1
- 239000004973 liquid crystal related substance Substances 0.000 description 1
- 238000013507 mapping Methods 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 238000003058 natural language processing Methods 0.000 description 1
- 238000013139 quantization Methods 0.000 description 1
- 230000009467 reduction Effects 0.000 description 1
- 230000002787 reinforcement Effects 0.000 description 1
- 238000005070 sampling Methods 0.000 description 1
- 238000010183 spectrum analysis Methods 0.000 description 1
- 238000012546 transfer Methods 0.000 description 1
- 238000013526 transfer learning Methods 0.000 description 1
- 230000001131 transforming effect Effects 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L25/00—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00
- G10L25/27—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00 characterised by the analysis technique
- G10L25/30—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00 characterised by the analysis technique using neural networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/044—Recurrent networks, e.g. Hopfield networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
-
- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L21/00—Speech or voice signal processing techniques to produce another audible or non-audible signal, e.g. visual or tactile, in order to modify its quality or its intelligibility
- G10L21/02—Speech enhancement, e.g. noise reduction or echo cancellation
-
- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L21/00—Speech or voice signal processing techniques to produce another audible or non-audible signal, e.g. visual or tactile, in order to modify its quality or its intelligibility
- G10L21/02—Speech enhancement, e.g. noise reduction or echo cancellation
- G10L21/0208—Noise filtering
-
- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L25/00—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00
- G10L25/03—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00 characterised by the type of extracted parameters
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Health & Medical Sciences (AREA)
- Computational Linguistics (AREA)
- Multimedia (AREA)
- Acoustics & Sound (AREA)
- Human Computer Interaction (AREA)
- Audiology, Speech & Language Pathology (AREA)
- Signal Processing (AREA)
- Theoretical Computer Science (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Computing Systems (AREA)
- General Health & Medical Sciences (AREA)
- General Physics & Mathematics (AREA)
- Mathematical Physics (AREA)
- Software Systems (AREA)
- Molecular Biology (AREA)
- Quality & Reliability (AREA)
- General Engineering & Computer Science (AREA)
- Data Mining & Analysis (AREA)
- Biophysics (AREA)
- Biomedical Technology (AREA)
- Life Sciences & Earth Sciences (AREA)
- Compression, Expansion, Code Conversion, And Decoders (AREA)
- Circuit For Audible Band Transducer (AREA)
Priority Applications (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202010670626.9A CN112820315B (zh) | 2020-07-13 | 2020-07-13 | 音频信号处理方法、装置、计算机设备及存储介质 |
PCT/CN2021/097663 WO2022012195A1 (fr) | 2020-07-13 | 2021-06-01 | Procédé de traitement de signal audio et appareil associé |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202010670626.9A CN112820315B (zh) | 2020-07-13 | 2020-07-13 | 音频信号处理方法、装置、计算机设备及存储介质 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN112820315A CN112820315A (zh) | 2021-05-18 |
CN112820315B true CN112820315B (zh) | 2023-01-06 |
Family
ID=75853211
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202010670626.9A Active CN112820315B (zh) | 2020-07-13 | 2020-07-13 | 音频信号处理方法、装置、计算机设备及存储介质 |
Country Status (2)
Country | Link |
---|---|
CN (1) | CN112820315B (fr) |
WO (1) | WO2022012195A1 (fr) |
Families Citing this family (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN112820315B (zh) * | 2020-07-13 | 2023-01-06 | 腾讯科技(深圳)有限公司 | 音频信号处理方法、装置、计算机设备及存储介质 |
CN113612808B (zh) * | 2021-10-09 | 2022-01-25 | 腾讯科技(深圳)有限公司 | 音频处理方法、相关设备、存储介质及程序产品 |
CN114866856B (zh) * | 2022-05-06 | 2024-01-02 | 北京达佳互联信息技术有限公司 | 音频信号的处理方法、音频生成模型的训练方法及装置 |
CN114822567B (zh) * | 2022-06-22 | 2022-09-27 | 天津大学 | 一种基于能量算子的病理嗓音频谱重构方法 |
CN114974299B (zh) * | 2022-08-01 | 2022-10-21 | 腾讯科技(深圳)有限公司 | 语音增强模型的训练、增强方法、装置、设备、介质 |
CN116248229B (zh) * | 2022-12-08 | 2023-12-01 | 南京龙垣信息科技有限公司 | 一种面向实时语音通讯的丢包补偿方法 |
CN117395181B (zh) * | 2023-12-12 | 2024-02-13 | 方图智能(深圳)科技集团股份有限公司 | 基于物联网的低延时多媒体音频传输检测方法及系统 |
Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN101512938A (zh) * | 2006-08-01 | 2009-08-19 | Dts(英属维尔京群岛)有限公司 | 用于补偿音频变换器的线性和非-线性失真的神经网络滤波技术 |
CN107112025A (zh) * | 2014-09-12 | 2017-08-29 | 美商楼氏电子有限公司 | 用于恢复语音分量的系统和方法 |
CN109147805A (zh) * | 2018-06-05 | 2019-01-04 | 安克创新科技股份有限公司 | 基于深度学习的音频音质增强 |
Family Cites Families (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107895571A (zh) * | 2016-09-29 | 2018-04-10 | 亿览在线网络技术(北京)有限公司 | 无损音频文件识别方法及装置 |
EP3474280B1 (fr) * | 2017-10-19 | 2021-07-07 | Goodix Technology (HK) Company Limited | Processeur de signal pour l'amélioration du signal de parole |
US11341983B2 (en) * | 2018-09-17 | 2022-05-24 | Honeywell International Inc. | System and method for audio noise reduction |
CN112820315B (zh) * | 2020-07-13 | 2023-01-06 | 腾讯科技(深圳)有限公司 | 音频信号处理方法、装置、计算机设备及存储介质 |
-
2020
- 2020-07-13 CN CN202010670626.9A patent/CN112820315B/zh active Active
-
2021
- 2021-06-01 WO PCT/CN2021/097663 patent/WO2022012195A1/fr active Application Filing
Patent Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN101512938A (zh) * | 2006-08-01 | 2009-08-19 | Dts(英属维尔京群岛)有限公司 | 用于补偿音频变换器的线性和非-线性失真的神经网络滤波技术 |
CN107112025A (zh) * | 2014-09-12 | 2017-08-29 | 美商楼氏电子有限公司 | 用于恢复语音分量的系统和方法 |
CN109147805A (zh) * | 2018-06-05 | 2019-01-04 | 安克创新科技股份有限公司 | 基于深度学习的音频音质增强 |
Also Published As
Publication number | Publication date |
---|---|
CN112820315A (zh) | 2021-05-18 |
WO2022012195A1 (fr) | 2022-01-20 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN112820315B (zh) | 音频信号处理方法、装置、计算机设备及存储介质 | |
JP6903611B2 (ja) | 信号生成装置、信号生成システム、信号生成方法およびプログラム | |
CN110473567A (zh) | 基于深度神经网络的音频处理方法、装置及存储介质 | |
WO2021229197A1 (fr) | Traitement d'audio variable dans le temps et non linéaire à l'aide de réseaux neuronaux profonds | |
CN113643714B (zh) | 音频处理方法、装置、存储介质及计算机程序 | |
Steinmetz et al. | Efficient neural networks for real-time analog audio effect modeling | |
CN113921022B (zh) | 音频信号分离方法、装置、存储介质和电子设备 | |
CN113345460B (zh) | 音频信号处理方法、装置、设备及存储介质 | |
CN114974299B (zh) | 语音增强模型的训练、增强方法、装置、设备、介质 | |
JP2023548707A (ja) | 音声強調方法、装置、機器及びコンピュータプログラム | |
Braun et al. | Effect of noise suppression losses on speech distortion and ASR performance | |
US6701291B2 (en) | Automatic speech recognition with psychoacoustically-based feature extraction, using easily-tunable single-shape filters along logarithmic-frequency axis | |
CN114792524B (zh) | 音频数据处理方法、装置、程序产品、计算机设备和介质 | |
CN111883154A (zh) | 回声消除方法及装置、计算机可读的存储介质、电子装置 | |
CN114530160A (zh) | 模型训练方法、回声消除方法、系统、设备及存储介质 | |
CN114333893A (zh) | 一种语音处理方法、装置、电子设备和可读介质 | |
Saeki et al. | SelfRemaster: Self-supervised speech restoration with analysis-by-synthesis approach using channel modeling | |
CN111009259B (zh) | 一种音频处理方法和装置 | |
Schröter et al. | CLC: complex linear coding for the DNS 2020 challenge | |
Chen et al. | CITISEN: A Deep Learning-Based Speech Signal-Processing Mobile Application | |
CN116013343A (zh) | 语音增强方法、电子设备和存储介质 | |
EP4283618A1 (fr) | Procédé et appareil d'amélioration de parole, dispositif et support de stockage | |
CN112201227B (zh) | 语音样本生成方法及装置、存储介质、电子装置 | |
Rund et al. | An evaluation of click detection algorithms against the results of listening tests | |
CN114302301A (zh) | 频响校正方法及相关产品 |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
REG | Reference to a national code |
Ref country code: HK Ref legal event code: DE Ref document number: 40043824 Country of ref document: HK |
|
GR01 | Patent grant | ||
GR01 | Patent grant |