EP2755205A1 - Subband-Verarbeitung zur Komplexitätsverringerung - Google Patents
Subband-Verarbeitung zur Komplexitätsverringerung Download PDFInfo
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- EP2755205A1 EP2755205A1 EP14157074.7A EP14157074A EP2755205A1 EP 2755205 A1 EP2755205 A1 EP 2755205A1 EP 14157074 A EP14157074 A EP 14157074A EP 2755205 A1 EP2755205 A1 EP 2755205A1
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Classifications
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- 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
- G10L25/18—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00 characterised by the type of extracted parameters the extracted parameters being spectral information of each sub-band
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- 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
- G10L19/00—Speech or audio signals analysis-synthesis techniques for redundancy reduction, e.g. in vocoders; Coding or decoding of speech or audio signals, using source filter models or psychoacoustic analysis
- G10L19/02—Speech or audio signals analysis-synthesis techniques for redundancy reduction, e.g. in vocoders; Coding or decoding of speech or audio signals, using source filter models or psychoacoustic analysis using spectral analysis, e.g. transform vocoders or subband vocoders
- G10L19/0204—Speech or audio signals analysis-synthesis techniques for redundancy reduction, e.g. in vocoders; Coding or decoding of speech or audio signals, using source filter models or psychoacoustic analysis using spectral analysis, e.g. transform vocoders or subband vocoders using subband decomposition
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- 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
- G10L19/00—Speech or audio signals analysis-synthesis techniques for redundancy reduction, e.g. in vocoders; Coding or decoding of speech or audio signals, using source filter models or psychoacoustic analysis
- G10L19/02—Speech or audio signals analysis-synthesis techniques for redundancy reduction, e.g. in vocoders; Coding or decoding of speech or audio signals, using source filter models or psychoacoustic analysis using spectral analysis, e.g. transform vocoders or subband vocoders
- G10L19/0212—Speech or audio signals analysis-synthesis techniques for redundancy reduction, e.g. in vocoders; Coding or decoding of speech or audio signals, using source filter models or psychoacoustic analysis using spectral analysis, e.g. transform vocoders or subband vocoders using orthogonal transformation
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- 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
- G10L2021/02082—Noise filtering the noise being echo, reverberation of the speech
Definitions
- Wideband networks receive and transmit data through radio frequency signals through inbound and outbound transmissions.
- the networks may transmit data, voice, and video simultaneously through multiple channels that may be distinguished in frequency.
- Some wideband networks are capable of high speed operations and may have a considerably higher throughput than some narrowband networks.
- the increased bandwidth of these networks may increase the processing loads and memory requirements of other applications.
- Frequency domain based adaptive filtering may be computationally intensive because it translates a time domain signal into multiple frequency components that are separately processed. Translating a time domain signal into multiple frequency components increases the computational complexity and memory usage of some systems when a signal's bandwidth increases. As the number of frequency components increase with bandwidth, the computational load and the required memory increase.
- a sub-band processing system processes data such that, after it is compressed and decompressed it is restored to its original format.
- the system may compress video, sound, text, code, and/or numeric data such that little or no data is lost after a bin or file is decompressed. While the data may contain more information than may be heard or seen (e.g., perceived by a user), some systems preserve the original data (or a representative data set) while compressing and decompressing operating data through a lossy compression.
- the sub-band processing system analysis may occur on frequency domain characteristics.
- the signal may be broken into intervals though a multiplier function (retained in a local or a distributed computer readable medium) or multiplier device that multiplies the signal by a "window" function or a "frame” of fixed duration.
- smooth window functions such as Hann, Hamming, etc. retained in the local or the distributed computer readable medium
- a window filter may be used for the short-time spectral analysis.
- a time-to-frequency transform device, a Discrete Fourier Transform (DFT) device, or a Fast Fourier Transform (FFT) device may transform (or decompose) the short-time based signals into a complex spectrum.
- DFT Discrete Fourier Transform
- FFT Fast Fourier Transform
- the spectrum may be separated into bins of magnitude and phase data or substantially equivalent complex (e.g. real and imaginary) data.
- a sub-band (or band) may be represented by a single bin of magnitude and phase spectra, or a collection of consecutive or successive bins represented by a common or single magnitude and phase spectra. Table 1 shows representative characteristics of an exemplary FFT device.
- the sub-band processing system may reduce M to a lowest possible integer that does not affect the performance or quality of a later process.
- the system may generate a number of sub-bands that minimize perceptual error.
- the applications may exploit the sensitivity of the human auditory system or other systems that do not detect or process certain frequencies or are affected by certain signal distortions.
- Figures 1 and 2 respectively, describe exemplary non-overlapping and band-like overlapping compressions.
- the uncompressed bins are shown above the corresponding compressed sub-bands.
- the compressions divide a variable sequence of uncompressed bins into a substantially equal sequence of compressed sub-bands.
- a substantially equal gain or a variable gain may be applied to render compressed sub-bands that are substantially flat across the frequency spectrum. Perceptual distortions may be minimized by applying lower compression ratios at lower frequencies while applying higher compression ratios at higher frequencies.
- Table 2 describes an exemplary non-overlapping compression scheme in which each sub-band represents 2 q bins. Approximate freq range (kHz) Input bin numbers Compression ratio Output sub-bands #s 0-1 0..31 1:1 0..31 1-2 32..63 2:1 32..47 2-4 64..127 4:1 48..63 4-Nyquist 128..M 8:1 64..xx
- Other systems may apply a more perceptually based scheme that partitions the frequency spectrum into non-overlapping regions.
- the compression may be based on an auditory filter estimate.
- Each sub-band may be approximately equal to a first predetermined frequency band such as 1 ⁇ 2 ERB (Equivalent Rectangular Bandwidth) for frequencies below about 4 kHz, and a second predetermined frequency band such as 1 ERB for frequencies above about 4 kHz. More aggressive compression schemes may be applied when the level of distortion or artifacts do not affect (or have little affect on) the performance of other systems.
- a first predetermined frequency band such as 1 ⁇ 2 ERB (Equivalent Rectangular Bandwidth) for frequencies below about 4 kHz
- 1 ERB Equivalent Rectangular Bandwidth
- More aggressive compression schemes may be applied when the level of distortion or artifacts do not affect (or have little affect on) the performance of other systems.
- An average may comprise a logical operation stored in a local or remote central or distributed memory such as an arithmetic mean of the phases within each sub-band.
- the weights of a weighted average may be based on the phase correlations common to one or all of the bins that comprise one or more sub-bands.
- the selected magnitudes an average magnitude (e.g., an average of bins that makeup a band), peaks in the magnitude spectrum, or a function or algorithm that selects or synthesizes a magnitude of each sub-band may be designated as representative.
- an average magnitude e.g., an average of bins that makeup a band
- peaks in the magnitude spectrum or a function or algorithm that selects or synthesizes a magnitude of each sub-band
- a function or algorithm that selects or synthesizes a magnitude of each sub-band may be designated as representative.
- the bin containing that magnitude is indexed, stored in memory, and the magnitude is rotated or shifted (e.g., through a phase shifter) to attain the selected or designated phase.
- a resulting sub-band value may be transformed to a maximum magnitude selected from its constituent bins and the phase of the "preserved" or selected bin (through a rotation through or shift by a phase differential, e.g., beta sub-band1 , beta sub-band2
- Figure 4 is an uncompressed spectrum of complex vectors representing bins 4, 5, 6 and 7 that comprise an exemplary sub-band 3.
- bin 5 has the largest magnitude and is therefore designated as representative (e.g., through a peak magnitude detector).
- the phase of bin 4 is the designated phase.
- the vector representing bin 5 is rotated counterclockwise or otherwise adjusted to substantially match the phase of bin 4 while maintaining its original maximum magnitude (as shown in Figure 5 ).
- the rotated or adjusted version of bin 5 represents sub-band 3, which effectively attenuates the remaining spectrum within the sub-band (e.g., effectively setting the remaining spectrum to substantially to zero) as shown in Figure 6 .
- the magnitudes and phases of the sparse spectrum may be further processed before the spectrum is reconstructed.
- the original spectrum (or the representative data set) may be retained in a computer readable medium or memory so that the original relative magnitude and phase relationships may be maintained or restored in the decompressed spectrum. This retention potentially reduces audible artifacts that may be introduced by a compression scheme.
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- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Spectroscopy & Molecular Physics (AREA)
- Computational Linguistics (AREA)
- Signal Processing (AREA)
- Health & Medical Sciences (AREA)
- Audiology, Speech & Language Pathology (AREA)
- Human Computer Interaction (AREA)
- Acoustics & Sound (AREA)
- Multimedia (AREA)
- Compression, Expansion, Code Conversion, And Decoders (AREA)
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US12/696,533 US8457976B2 (en) | 2009-01-30 | 2010-01-29 | Sub-band processing complexity reduction |
EP11151856.9A EP2355094B1 (de) | 2010-01-29 | 2011-01-24 | Subband zur Verarbeitung der Komplexitätsverringerung |
Related Parent Applications (2)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
EP11151856.9A Division-Into EP2355094B1 (de) | 2010-01-29 | 2011-01-24 | Subband zur Verarbeitung der Komplexitätsverringerung |
EP11151856.9A Division EP2355094B1 (de) | 2010-01-29 | 2011-01-24 | Subband zur Verarbeitung der Komplexitätsverringerung |
Publications (2)
Publication Number | Publication Date |
---|---|
EP2755205A1 true EP2755205A1 (de) | 2014-07-16 |
EP2755205B1 EP2755205B1 (de) | 2019-12-11 |
Family
ID=44023086
Family Applications (2)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
EP11151856.9A Active EP2355094B1 (de) | 2010-01-29 | 2011-01-24 | Subband zur Verarbeitung der Komplexitätsverringerung |
EP14157074.7A Active EP2755205B1 (de) | 2010-01-29 | 2011-01-24 | Subband-Verarbeitung zur Komplexitätsverringerung |
Family Applications Before (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
EP11151856.9A Active EP2355094B1 (de) | 2010-01-29 | 2011-01-24 | Subband zur Verarbeitung der Komplexitätsverringerung |
Country Status (2)
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EP (2) | EP2355094B1 (de) |
CA (1) | CA2729707C (de) |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
EP3764353A1 (de) * | 2019-07-09 | 2021-01-13 | BlackBerry Limited | Verfahren zur mehrstufigen kompression in der unterbandverarbeitung |
Citations (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
EP0527374A2 (de) * | 1991-08-12 | 1993-02-17 | Alcatel SEL Aktiengesellschaft | Codierverfahren für Audiosignale mit 32 kbit/s |
US20070016404A1 (en) * | 2005-07-15 | 2007-01-18 | Samsung Electronics Co., Ltd. | Method and apparatus to extract important spectral component from audio signal and low bit-rate audio signal coding and/or decoding method and apparatus using the same |
Family Cites Families (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
KR100363259B1 (ko) * | 2000-05-16 | 2002-11-30 | 삼성전자 주식회사 | 인지 특성 가중 함수를 이용한 음성신호의 위상 양자화장치 및 방법 |
EP1852848A1 (de) * | 2006-05-05 | 2007-11-07 | Deutsche Thomson-Brandt GmbH | Verfahren und Vorrichtung für verlustfreie Kodierung eines Quellensignals unter Verwendung eines verlustbehafteten kodierten Datenstroms und eines verlustfreien Erweiterungsdatenstroms |
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2011
- 2011-01-24 EP EP11151856.9A patent/EP2355094B1/de active Active
- 2011-01-24 EP EP14157074.7A patent/EP2755205B1/de active Active
- 2011-01-27 CA CA2729707A patent/CA2729707C/en active Active
Patent Citations (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
EP0527374A2 (de) * | 1991-08-12 | 1993-02-17 | Alcatel SEL Aktiengesellschaft | Codierverfahren für Audiosignale mit 32 kbit/s |
US20070016404A1 (en) * | 2005-07-15 | 2007-01-18 | Samsung Electronics Co., Ltd. | Method and apparatus to extract important spectral component from audio signal and low bit-rate audio signal coding and/or decoding method and apparatus using the same |
Non-Patent Citations (3)
Title |
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ANDERSON DAVID V: "SPEECH ANALYSIS AND CODING USING A MULTI-RESOLUTION SINUSOIDAL TRANSFORM", CONFERENCE PROCEEDINGS / THE 1996 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, MAY 7 - 10, 1996, MARRIOTT MARQUIS HOTEL, ATLANTA, GEORGIA, USA, IEEE SERVICE CENTER, PISCATAWAY, NJ, 7 May 1996 (1996-05-07), pages 1037 - 1040, XP002662475, ISBN: 978-0-7803-3192-1 * |
MIKSIC A ET AL: "SUBBAND ECHO CANCELLATION IN AUTOMATIC SPEECH DIALOG SYSTEMS", 5TH EUROPEAN CONFERENCE ON SPEECH COMMUNICATION AND TECHNOLOGY. EUROSPEECH '97. RHODES, GREECE, SEPT. 22 - 25, 1997; [EUROPEAN CONFERENCE ON SPEECH COMMUNICATION AND TECHNOLOGY. (EUROSPEECH)], GRENOBLE : ESCA, FR, 22 September 1997 (1997-09-22), pages 2579 - 2582, XP001045216 * |
PARANJPE SHREYAS ET AL: "Acoustic Echo Cancellation for Wideband Audio and Beyond", AES CONVENTION 128; MAY 2010, AES, 60 EAST 42ND STREET, ROOM 2520 NEW YORK 10165-2520, USA, 1 May 2010 (2010-05-01), XP040509430 * |
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
EP3764353A1 (de) * | 2019-07-09 | 2021-01-13 | BlackBerry Limited | Verfahren zur mehrstufigen kompression in der unterbandverarbeitung |
US10984808B2 (en) | 2019-07-09 | 2021-04-20 | Blackberry Limited | Method for multi-stage compression in sub-band processing |
Also Published As
Publication number | Publication date |
---|---|
CA2729707C (en) | 2014-04-01 |
EP2355094B1 (de) | 2017-04-12 |
EP2755205B1 (de) | 2019-12-11 |
CA2729707A1 (en) | 2011-07-29 |
EP2355094A1 (de) | 2011-08-10 |
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