TW201110108A - Voice noise elimination method for microphone array - Google Patents
Voice noise elimination method for microphone array Download PDFInfo
- Publication number
- TW201110108A TW201110108A TW98129781A TW98129781A TW201110108A TW 201110108 A TW201110108 A TW 201110108A TW 98129781 A TW98129781 A TW 98129781A TW 98129781 A TW98129781 A TW 98129781A TW 201110108 A TW201110108 A TW 201110108A
- Authority
- TW
- Taiwan
- Prior art keywords
- voice
- microphone
- noise
- speech
- signal
- Prior art date
Links
Abstract
Description
201110108 六、發明說明: 【發明所屬之技術領域】 本發明側於-種語音雜觸除方法,_為_種顧麥克風陣列搜 取語音信號,以將語音訊號中雜訊部份做進—步的抑制,此方法可應用於 語音增強與語音辨認等語音訊號處理技術領域。 【先前技術】 近年來標榜智慧型移動式裝置的產品帶給使用者很多便利,而語音輸 入在這類產品巾更是何或缺,細者可使料_祕絲置通訊号 具’透過㈣的賴通道與環絲使聽音通軸觸。細,多樣性的 傳輸通道與概魏破壞語音品験語音_率,耻發展對語音辨識有 显的雜轉制技術是-個重要的課題。在技術上有頻率領域雜訊消除法, 2譜相減方法抑制雜訊,其雜_為_句話或_段求㈣平均值 二峨_賴,《得到 想,原因是顧了椒糊的效果都不理 加二…物方式仍有諸多不足,實非一良善一$待 本案發明人鑑於上述f用方柄衍生的各項缺點 新,並經多年苦心孤rT1>A> 、乃亟心加以改良創 音雜訊消除綠。_研究後,終於成功研發完縣件錢風陣列語 【發明内容】 本發明之目的即在於提供一 麥克風陣列語音訊號處理技術以達到齡雜H曰除方法,係利用 境下語音独品紐財雜輯境下___率。1岐善雜訊環 201110108 二=:=::=:::= 提咼语音通訊品質與語音辨認辨識率。 ' ’、处 乂 【實施方式】 主要Z關—所示’為本發明麥克風陣列語音雜訊消除方法之示意圖, 離語;:延糊合_號- ㈣測機制3:係將陣列語音處理機制1產生之經時 區段資訊™ ^遠及距離語者最近的麥克風語音信號2判別出非語音 時雜除機制4:係將其與時間延遲嫩後之語音信號經由長 ==制4處理獲致第-階段增強語音信號,以長時間非語音區段 所估測之長時雜訊頻譜完成第一階段雜訊消除; 奴 一局部雜訊消除機制5 :係將第一ρ皆段辦五立 機制5處理獲致第1段曰化植由局部雜訊消除 Μ甘+虎,為最後消除語音雜訊後之結果。 號,並了為㈣雜歧_制兩個或以上的麥克風同時收錄語音信 唬並可為線性排列或非線性排列方式。 =參閱圖二所示,為本發明麥克風陣列語音雜訊消除方法之陣列語音 L唬處理機制之處理示意圖,步驟包括: 步驟1: 7風_語音訊號丨透騎間延遲估穩理u輯算出麥克風 m每—個麥克風接收到語音的時間延遲,其中時間延遲估測處 置關孫㈣用麥克風陣财所有麥歧到語棚_此相對位 '、’计异出麥歧陣列裡每—個麥克風接收到語音的時間延 201110108 步驟2:再_語音錢疊合處理12將所有麥克風關的時騎遲語音訊 號做疊合處理,制組合的語音訊號,射語音錄疊合處理,係 利用每一個麥克風接收到語音的時間延遲,將所有麥克風的語音信 號疊合處理得到組合後的語音訊號; 步驟3:同雜姐_語音減透過最近語者語音職選轉理13,可 仵到距離語者最近麥克風的語音訊號以進行最近語者語音信號選 取處理,其巾最近語者語音錢魏處理,侧蔣—個錢風接 收到語音的時間延遲,判定出距離語者最近的麥克風語音訊號; 步驟4 :最後將時間延遲與疊合後的語音信號及最靠近語者麥克風的語音201110108 VI. Description of the Invention: [Technical Field of the Invention] The present invention is directed to a voice hetero-touching method, which is to search for a voice signal in a microphone array to perform noise in a voice signal. The method can be applied to the field of voice signal processing technologies such as speech enhancement and speech recognition. [Prior Art] In recent years, the products advertised as smart mobile devices have brought a lot of convenience to users, and the voice input is even more or less in such product towels. The finer can make the material _ secret wire set communication number 'through (4) The ray channel and the loop wire make the listening through the axis. Fine, versatile transmission channels and generalized destruction of voice products, speech _ rate, shame development, and the obvious conversion technology for speech recognition is an important issue. In terms of technology, there is a noise elimination method in the frequency domain, and a 2-spectral subtraction method suppresses noise, and the miscellaneous_ is _sentence or _segment (four) average two 峨 _ _, "get it, the reason is to take care of the pepper There are still many shortcomings in the effect. There is still a lot of deficiencies in the way of things. It is not a good one. The inventor of this case is new in view of the shortcomings of the above-mentioned f-square handles, and after many years of hard work, rT1>A> Improve the innovation of noise and noise to eliminate green. _ After the research, finally successfully developed the county piece money wind array language [invention content] The object of the present invention is to provide a microphone array voice signal processing technology to achieve the age of H 曰 removal method, is to use the local voice unique New Zealand ___ rate under the circumstances. 1岐善杂讯环 201110108 二=:=::=:::= Improve voice communication quality and voice recognition recognition rate. ' ',处乂[Implementation] Main Z--shown as a schematic diagram of the microphone array voice noise elimination method of the present invention, a discourse;: a delay paste _ number - (four) measurement mechanism 3: an array voice processing mechanism 1 Generated time-lapse segment information TM ^ far and distance speaker's recent microphone speech signal 2 discriminates non-speech time miscellaneous mechanism 4: the speech signal after delaying it with time is processed by long == system 4 - Phase-enhanced speech signal, completes the first-stage noise cancellation with the long-term noise spectrum estimated by the non-speech segment for a long time; slave-local noise elimination mechanism 5: the first ρ-segment 5 The treatment was awarded to the first stage of the sputum plantation by the local noise to eliminate the Μ Gan + tiger, as a result of the final elimination of speech noise. No., and for (4) miscellaneous _ making two or more microphones simultaneously recording voice signals and can be linearly arranged or non-linearly arranged. Refer to FIG. 2, which is a schematic diagram of processing of the array voice L唬 processing mechanism of the microphone array voice noise cancellation method of the present invention, and the steps include: Step 1: 7 wind_sound signal 丨 骑 骑 骑 骑 估 估 u u u The time delay of the microphone m receiving the voice every microphone, wherein the time delay estimation is handled by Guan Sun (4), and all the microphones in the microphone _ _ The time delay of receiving the voice 201110108 Step 2: Re-voice money superimposition processing 12 will superimpose all the microphones when the late riding voice signal is superimposed, the combined voice signal, the voice recording superimposed processing, the system utilizes each The microphone receives the time delay of the voice, and superimposes the voice signals of all the microphones to obtain the combined voice signal; Step 3: the same as the sister _ voice minus the voice of the nearest speaker, 13 can be used to reach the distance speaker The voice signal of the microphone is recently selected to process the speech signal of the nearest speaker, and the recent speech of the speaker is processed by the money, and the time delay of receiving the voice from the side of the money Determine the distance of the nearest speaker-microphone speech signal; Step 4: Finally, the time delay of the speech signal and the microphone closest to the speaker's voice and after superimposed
信號分別經過傅立葉轉換(FFT)柯求得相對之語音賴訊號Y 請參閱圖三所示,為本發明麥克風陣列語音雜訊消除方法之語音/非任 音區段偵職制之處転意圖,將經_輯與私語音倾錄盘最= 近語者纽風的好頻譜錢進行每—㈣_有鮮之語音 31計算,如式⑴所示: H刀析The signal is respectively subjected to Fourier transform (FFT) to obtain the relative voice signal Y. Please refer to FIG. 3, which is the voice/non-intelligent section of the microphone array voice noise cancellation method of the present invention. According to the _ series and private voice dumping discs = the good spectrum of the near-speaker New Zealand's good spectrum money for each - (four) _ fresh voice 31 calculation, as shown in formula (1):
ca/)=J2D£L£MVK〇(/)f-|z)s,(/)f Ο) 其中,數學符號說明如下: M(0 〇 第丨個麥克風錄製到的語音信號 τ 第’個麥克風錄製到的語音頻譜信號 瓜麥克風陣列延遲時間估測處理得到的延遲時間 1經時間延遲與疊合的第/個音框之語音頻譜信號 =每個音轉到的相關性係數與—門檻值相比即可判別出語音與非 201110108 V驟^利用長時雜訊頻1#估測處理42將非語音區段的所 , 均起來得顺__譜; 的彳有9框頻睹平 v驟再將其與經語音信 式(2)所示之 吟凡遲與宜。形成的語音頻譜信號進行如 音頻譜信^訊頻譜消除處理41,即得到第-階段增強的語 (2) l^(/)| =|D5;(/)| -p(/)l 其中,數學符號說明如下. ^,(/) έ_ ^ ' ^(/) 遲與®合的第’個音框之語音頻譜信號 sw)二非語音區段中估測的長時雜訊頻譜 請參閱圖五所示:機制後的第一階段增強語音頻譜信 訊消除機歡處理示咅1树尊纽_語音雜謂除方法之局部雜 信號,經由音框躲礎狀/期母條音區段前後之非語音區段的雜訊 譜(例如以適庫性料(w訊頻譜估測處理52估計殘餘之局部雜訊頻 沾恤 r Filtering)方式估測),再將其與第-階作強 :二:譜信號進行如式⑶所示之局部 二 音訊號中雜訊部份進—步抑制㈣二階段語音頻譜信號。獲致將5吾 其中,數學符號說明如⑶ SS,(f) 一 乂(/)以消除機制後的第一階段增強語音頻譜信號 咚⑺土礎’由柳非語音區段令估測的局部雜訊頻譜 透過局部魏消除機制後的第二階段增強語音頻譜信號 傅立葉碰Jit 過的第二_增強語音頻譜錢再經過 ^ 、)’即可彻充分消除雜訊後的最終語音信號。 麥克風陣舰細肖除方法之麥克風 ’’’…5。日6信號之實施示意圖,係在—個會議室環境大小4 平方公尺的空間中,佈置線性麥克風陣列7,4個ι〇公分等距的線性排列 201110108 之麥克風7ι ’設定發話者距離麥克風陣列7左前方3〇公分與麥克風陣列 7中% 3G度夾鱗進行發聲。本實施例所收錄語者語音信號經本發明的兩 I5白&式n。曰強化方法,可達到有效的雜訊消除效果。 本發明所提供之麥克風陣列語音雜訊消除方法,與其他制技術相互 比較時’更具備下列優點: 1. 本發明提出轉克風_為基礎的語音偵測方法,可達賴單有效的語 音與非語音區段切割效果。Ca/)=J2D£L£MVK〇(/)f-|z)s,(/)f Ο) where the mathematical symbols are as follows: M (0 〇 the voice signal τ recorded by the first microphone) The frequency spectrum signal recorded by the microphone is delayed by the delay time estimation process 1 time delay and the overlapped speech spectrum signal of the /th frame = correlation coefficient and threshold value of each tone Compared with the voice and the non-201110108 V, the long-term noise frequency 1# estimation process 42 will be used for the non-speech segment, and the 彳__ spectrum will be obtained; Then, it is combined with the speech signal (2) shown in Fig. 2. The formed speech spectrum signal is subjected to the audio spectrum signal spectrum elimination processing 41, that is, the first stage enhanced language (2) is obtained. ^(/)| =|D5;(/)| -p(/)l where the mathematical symbols are as follows. ^,(/) έ_ ^ ' ^(/) The sound of the 'sound box' Spectral signal sw) The long-term noise spectrum estimated in the two non-speech segments is shown in Figure 5. The first phase of the mechanism is to enhance the speech spectrum to eliminate the signal processing. Method The local noise signal, the noise spectrum of the non-speech segment before and after the sound frame is hidden by the sound/phase (for example, the appropriate local noise is estimated by the buffer spectrum estimation processing 52). The t-shirt r Filtering method is used to estimate it, and then it is stronger than the first-order: 2: the spectral signal is subjected to the noise suppression part of the local two-tone signal as shown in equation (3). Obtained 5 of them, mathematical symbols such as (3) SS, (f) one (/) to eliminate the mechanism after the first stage of enhanced speech spectrum signal 咚 (7) soil base 'local miscellaneous estimate by Liu Fei voice segment The second phase of the spectrum after the local Wei elimination mechanism enhances the speech spectrum signal. The second _enhanced speech spectrum of the Jit-passing Jit passes through ^,)' to completely eliminate the final speech signal after the noise. The microphone of the microphone ship is removed by the method ’’’. The implementation diagram of the daily 6 signal is arranged in a space of 4 square meters in a conference room environment, arranged with a linear microphone array 7, 4 ι〇 cm equidistant linear arrangement 201110108 microphone 7ι 'set talker distance microphone array 7 left front 3 cm and the microphone array 7% 3G degree scales sound. The speech signal of the speech of the present embodiment is subjected to the two I5 white & n of the present invention. The 曰 enhancement method can achieve effective noise cancellation. The microphone array voice noise cancellation method provided by the invention has the following advantages when compared with other technologies: 1. The invention proposes a voice detection method based on the gram wind, which can reach the effective voice of the single Cutting effect with non-speech segments.
2. 本發明提出轉姐_為顧的兩·式語音強财法,可達到有效 的雜訊消除效果。 本發月提出以麥克風陣列為基礎的語音細彳方法可提高語音品質。 4.本發明提㈣轉克風陣顺基·語音侧綠可麟語音辨識率。 上歹4細5兒明係針對本發明之一可行實施例之具體說明,惟該實施例 並非用以_本發·專利細,凡未脫離本發賴藝精騎為之等效實 施或變更,均應包含於本案之專利範圍t。 综上所述,本案不但在技術思想上確屬創新,並能較制物品增進上 接^功效,應已充分符麵雛及進步性之法定發明糊餅差依法 本件瓣利_,_^,至感德便。 【圖式簡單說明】 圖:為本發明麥克風陣列語音雜訊消除方法之示意圖; 為本發日膝克風_語音雜賴財法之陣.音信號處理機制 之處理示意圖; 除方法之語音/非語音區段偵測機 除方法之長時雜訊消除機制之處 除方法之局部雜訊消除機制之處r 圖二為本發明麥克風陣列語音雜訊消 制之處理示意圖; 圖四為本發明麥克風陣列語音雜訊消 理示意圖; 圖五為本發明麥克風陣列語音雜訊消 201110108 理示意圖;以及 圖六為本發明麥克風陣列語音雜訊消除方法之麥克風陣列收錄語者語 音信號之實施示意圖。 【主要元件符號說明】 1陣列語音處理 2麥克風陣列語音信號 3語音/非語音區段偵測機制 4長時雜訊消除機制 5局部雜訊消除機制 11時間延遲估測 12語音疊合 13最近語者語音信號選取 31語音相關性分析 41長時雜訊頻譜消除 42長時雜訊頻譜估測 51局部雜訊頻譜消除 52局部雜訊頻譜估測 6語者 7麥克風陣列 71麥克風2. The invention proposes a two-way voice strong financial method, which can achieve effective noise elimination effect. This month, a voice-based method based on a microphone array is proposed to improve voice quality. 4. According to the invention, (4) the voice recognition rate of the singularity of the wind gust and the voice side. The above description is directed to a specific embodiment of a possible embodiment of the present invention, but the embodiment is not intended to be used in the present invention, and is not equivalent to the equivalent implementation or modification of the present invention. , should be included in the patent scope t of this case. In summary, this case is not only innovative in terms of technical thinking, but also able to improve the quality of the attached items. It should be fully compliant with the progressive and progressive legal invention. The paste is poor according to the law. _, _^, To the sense of virtue. [Simplified illustration of the diagram] Figure: Schematic diagram of the method for eliminating the noise of the microphone array of the present invention; the processing diagram of the sound signal processing mechanism of the 膝 克 风 _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ Non-voice segmentation detector in addition to the long-term noise cancellation mechanism of the method except the local noise cancellation mechanism of the method r Figure 2 is a schematic diagram of the processing of the microphone array voice noise elimination according to the present invention; FIG. 5 is a schematic diagram of a microphone array voice noise cancellation 201110108 according to the present invention; and FIG. 6 is a schematic diagram of an implementation of a microphone array voice speaker voice signal of the microphone array voice noise cancellation method according to the present invention. [Main component symbol description] 1 array voice processing 2 microphone array voice signal 3 voice / non-voice segment detection mechanism 4 long-term noise cancellation mechanism 5 local noise cancellation mechanism 11 time delay estimation 12 voice superimposed 13 recent words Voice signal selection 31 voice correlation analysis 41 long-term noise spectrum cancellation 42 long-term noise spectrum estimation 51 local noise spectrum elimination 52 local noise spectrum estimation 6 speaker 7 microphone array 71 microphone
Claims (1)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
TW98129781A TW201110108A (en) | 2009-09-04 | 2009-09-04 | Voice noise elimination method for microphone array |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
TW98129781A TW201110108A (en) | 2009-09-04 | 2009-09-04 | Voice noise elimination method for microphone array |
Publications (1)
Publication Number | Publication Date |
---|---|
TW201110108A true TW201110108A (en) | 2011-03-16 |
Family
ID=44836202
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
TW98129781A TW201110108A (en) | 2009-09-04 | 2009-09-04 | Voice noise elimination method for microphone array |
Country Status (1)
Country | Link |
---|---|
TW (1) | TW201110108A (en) |
Cited By (133)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US8744849B2 (en) | 2011-07-26 | 2014-06-03 | Industrial Technology Research Institute | Microphone-array-based speech recognition system and method |
TWI582753B (en) * | 2014-09-30 | 2017-05-11 | 蘋果公司 | Method, system, and computer-readable storage medium for operating a virtual assistant |
US9668024B2 (en) | 2014-06-30 | 2017-05-30 | Apple Inc. | Intelligent automated assistant for TV user interactions |
US9865248B2 (en) | 2008-04-05 | 2018-01-09 | Apple Inc. | Intelligent text-to-speech conversion |
US9934775B2 (en) | 2016-05-26 | 2018-04-03 | Apple Inc. | Unit-selection text-to-speech synthesis based on predicted concatenation parameters |
US9966060B2 (en) | 2013-06-07 | 2018-05-08 | Apple Inc. | System and method for user-specified pronunciation of words for speech synthesis and recognition |
US9972304B2 (en) | 2016-06-03 | 2018-05-15 | Apple Inc. | Privacy preserving distributed evaluation framework for embedded personalized systems |
US9971774B2 (en) | 2012-09-19 | 2018-05-15 | Apple Inc. | Voice-based media searching |
US9986419B2 (en) | 2014-09-30 | 2018-05-29 | Apple Inc. | Social reminders |
US10043516B2 (en) | 2016-09-23 | 2018-08-07 | Apple Inc. | Intelligent automated assistant |
US10049675B2 (en) | 2010-02-25 | 2018-08-14 | Apple Inc. | User profiling for voice input processing |
US10049668B2 (en) | 2015-12-02 | 2018-08-14 | Apple Inc. | Applying neural network language models to weighted finite state transducers for automatic speech recognition |
US10049663B2 (en) | 2016-06-08 | 2018-08-14 | Apple, Inc. | Intelligent automated assistant for media exploration |
US10067938B2 (en) | 2016-06-10 | 2018-09-04 | Apple Inc. | Multilingual word prediction |
US10079014B2 (en) | 2012-06-08 | 2018-09-18 | Apple Inc. | Name recognition system |
US10083690B2 (en) | 2014-05-30 | 2018-09-25 | Apple Inc. | Better resolution when referencing to concepts |
US10089072B2 (en) | 2016-06-11 | 2018-10-02 | Apple Inc. | Intelligent device arbitration and control |
US10108612B2 (en) | 2008-07-31 | 2018-10-23 | Apple Inc. | Mobile device having human language translation capability with positional feedback |
US10192552B2 (en) | 2016-06-10 | 2019-01-29 | Apple Inc. | Digital assistant providing whispered speech |
US10223066B2 (en) | 2015-12-23 | 2019-03-05 | Apple Inc. | Proactive assistance based on dialog communication between devices |
US10249300B2 (en) | 2016-06-06 | 2019-04-02 | Apple Inc. | Intelligent list reading |
US10269345B2 (en) | 2016-06-11 | 2019-04-23 | Apple Inc. | Intelligent task discovery |
US10297253B2 (en) | 2016-06-11 | 2019-05-21 | Apple Inc. | Application integration with a digital assistant |
US10303715B2 (en) | 2017-05-16 | 2019-05-28 | Apple Inc. | Intelligent automated assistant for media exploration |
US10311871B2 (en) | 2015-03-08 | 2019-06-04 | Apple Inc. | Competing devices responding to voice triggers |
US10311144B2 (en) | 2017-05-16 | 2019-06-04 | Apple Inc. | Emoji word sense disambiguation |
US10318871B2 (en) | 2005-09-08 | 2019-06-11 | Apple Inc. | Method and apparatus for building an intelligent automated assistant |
US10332518B2 (en) | 2017-05-09 | 2019-06-25 | Apple Inc. | User interface for correcting recognition errors |
US10356243B2 (en) | 2015-06-05 | 2019-07-16 | Apple Inc. | Virtual assistant aided communication with 3rd party service in a communication session |
US10354011B2 (en) | 2016-06-09 | 2019-07-16 | Apple Inc. | Intelligent automated assistant in a home environment |
US10366158B2 (en) | 2015-09-29 | 2019-07-30 | Apple Inc. | Efficient word encoding for recurrent neural network language models |
US10381016B2 (en) | 2008-01-03 | 2019-08-13 | Apple Inc. | Methods and apparatus for altering audio output signals |
US10395654B2 (en) | 2017-05-11 | 2019-08-27 | Apple Inc. | Text normalization based on a data-driven learning network |
US10403278B2 (en) | 2017-05-16 | 2019-09-03 | Apple Inc. | Methods and systems for phonetic matching in digital assistant services |
US10403283B1 (en) | 2018-06-01 | 2019-09-03 | Apple Inc. | Voice interaction at a primary device to access call functionality of a companion device |
US10410637B2 (en) | 2017-05-12 | 2019-09-10 | Apple Inc. | User-specific acoustic models |
US10417405B2 (en) | 2011-03-21 | 2019-09-17 | Apple Inc. | Device access using voice authentication |
US10417344B2 (en) | 2014-05-30 | 2019-09-17 | Apple Inc. | Exemplar-based natural language processing |
US10417266B2 (en) | 2017-05-09 | 2019-09-17 | Apple Inc. | Context-aware ranking of intelligent response suggestions |
US10431204B2 (en) | 2014-09-11 | 2019-10-01 | Apple Inc. | Method and apparatus for discovering trending terms in speech requests |
US10438595B2 (en) | 2014-09-30 | 2019-10-08 | Apple Inc. | Speaker identification and unsupervised speaker adaptation techniques |
US10446143B2 (en) | 2016-03-14 | 2019-10-15 | Apple Inc. | Identification of voice inputs providing credentials |
US10445429B2 (en) | 2017-09-21 | 2019-10-15 | Apple Inc. | Natural language understanding using vocabularies with compressed serialized tries |
US10474753B2 (en) | 2016-09-07 | 2019-11-12 | Apple Inc. | Language identification using recurrent neural networks |
US10482874B2 (en) | 2017-05-15 | 2019-11-19 | Apple Inc. | Hierarchical belief states for digital assistants |
US10490187B2 (en) | 2016-06-10 | 2019-11-26 | Apple Inc. | Digital assistant providing automated status report |
US10496705B1 (en) | 2018-06-03 | 2019-12-03 | Apple Inc. | Accelerated task performance |
US10497365B2 (en) | 2014-05-30 | 2019-12-03 | Apple Inc. | Multi-command single utterance input method |
US10509862B2 (en) | 2016-06-10 | 2019-12-17 | Apple Inc. | Dynamic phrase expansion of language input |
US10521466B2 (en) | 2016-06-11 | 2019-12-31 | Apple Inc. | Data driven natural language event detection and classification |
US10529332B2 (en) | 2015-03-08 | 2020-01-07 | Apple Inc. | Virtual assistant activation |
US10567477B2 (en) | 2015-03-08 | 2020-02-18 | Apple Inc. | Virtual assistant continuity |
US10592604B2 (en) | 2018-03-12 | 2020-03-17 | Apple Inc. | Inverse text normalization for automatic speech recognition |
US10593346B2 (en) | 2016-12-22 | 2020-03-17 | Apple Inc. | Rank-reduced token representation for automatic speech recognition |
US10636424B2 (en) | 2017-11-30 | 2020-04-28 | Apple Inc. | Multi-turn canned dialog |
US10643611B2 (en) | 2008-10-02 | 2020-05-05 | Apple Inc. | Electronic devices with voice command and contextual data processing capabilities |
US10657961B2 (en) | 2013-06-08 | 2020-05-19 | Apple Inc. | Interpreting and acting upon commands that involve sharing information with remote devices |
US10657328B2 (en) | 2017-06-02 | 2020-05-19 | Apple Inc. | Multi-task recurrent neural network architecture for efficient morphology handling in neural language modeling |
US10671428B2 (en) | 2015-09-08 | 2020-06-02 | Apple Inc. | Distributed personal assistant |
US10684703B2 (en) | 2018-06-01 | 2020-06-16 | Apple Inc. | Attention aware virtual assistant dismissal |
US10691473B2 (en) | 2015-11-06 | 2020-06-23 | Apple Inc. | Intelligent automated assistant in a messaging environment |
US10699717B2 (en) | 2014-05-30 | 2020-06-30 | Apple Inc. | Intelligent assistant for home automation |
US10706841B2 (en) | 2010-01-18 | 2020-07-07 | Apple Inc. | Task flow identification based on user intent |
US10714117B2 (en) | 2013-02-07 | 2020-07-14 | Apple Inc. | Voice trigger for a digital assistant |
US10726832B2 (en) | 2017-05-11 | 2020-07-28 | Apple Inc. | Maintaining privacy of personal information |
US10733375B2 (en) | 2018-01-31 | 2020-08-04 | Apple Inc. | Knowledge-based framework for improving natural language understanding |
US10733982B2 (en) | 2018-01-08 | 2020-08-04 | Apple Inc. | Multi-directional dialog |
US10733993B2 (en) | 2016-06-10 | 2020-08-04 | Apple Inc. | Intelligent digital assistant in a multi-tasking environment |
US10741185B2 (en) | 2010-01-18 | 2020-08-11 | Apple Inc. | Intelligent automated assistant |
US10748546B2 (en) | 2017-05-16 | 2020-08-18 | Apple Inc. | Digital assistant services based on device capabilities |
US10747498B2 (en) | 2015-09-08 | 2020-08-18 | Apple Inc. | Zero latency digital assistant |
US10755051B2 (en) | 2017-09-29 | 2020-08-25 | Apple Inc. | Rule-based natural language processing |
US10755703B2 (en) | 2017-05-11 | 2020-08-25 | Apple Inc. | Offline personal assistant |
US10769385B2 (en) | 2013-06-09 | 2020-09-08 | Apple Inc. | System and method for inferring user intent from speech inputs |
US10789959B2 (en) | 2018-03-02 | 2020-09-29 | Apple Inc. | Training speaker recognition models for digital assistants |
US10791176B2 (en) | 2017-05-12 | 2020-09-29 | Apple Inc. | Synchronization and task delegation of a digital assistant |
US10789945B2 (en) | 2017-05-12 | 2020-09-29 | Apple Inc. | Low-latency intelligent automated assistant |
US10795541B2 (en) | 2009-06-05 | 2020-10-06 | Apple Inc. | Intelligent organization of tasks items |
US10810274B2 (en) | 2017-05-15 | 2020-10-20 | Apple Inc. | Optimizing dialogue policy decisions for digital assistants using implicit feedback |
US10818288B2 (en) | 2018-03-26 | 2020-10-27 | Apple Inc. | Natural assistant interaction |
US10839159B2 (en) | 2018-09-28 | 2020-11-17 | Apple Inc. | Named entity normalization in a spoken dialog system |
US10892996B2 (en) | 2018-06-01 | 2021-01-12 | Apple Inc. | Variable latency device coordination |
US10909331B2 (en) | 2018-03-30 | 2021-02-02 | Apple Inc. | Implicit identification of translation payload with neural machine translation |
US10928918B2 (en) | 2018-05-07 | 2021-02-23 | Apple Inc. | Raise to speak |
US10984780B2 (en) | 2018-05-21 | 2021-04-20 | Apple Inc. | Global semantic word embeddings using bi-directional recurrent neural networks |
US11010561B2 (en) | 2018-09-27 | 2021-05-18 | Apple Inc. | Sentiment prediction from textual data |
US11010127B2 (en) | 2015-06-29 | 2021-05-18 | Apple Inc. | Virtual assistant for media playback |
US11010550B2 (en) | 2015-09-29 | 2021-05-18 | Apple Inc. | Unified language modeling framework for word prediction, auto-completion and auto-correction |
US11023513B2 (en) | 2007-12-20 | 2021-06-01 | Apple Inc. | Method and apparatus for searching using an active ontology |
US11048473B2 (en) | 2013-06-09 | 2021-06-29 | Apple Inc. | Device, method, and graphical user interface for enabling conversation persistence across two or more instances of a digital assistant |
US11070949B2 (en) | 2015-05-27 | 2021-07-20 | Apple Inc. | Systems and methods for proactively identifying and surfacing relevant content on an electronic device with a touch-sensitive display |
US11069336B2 (en) | 2012-03-02 | 2021-07-20 | Apple Inc. | Systems and methods for name pronunciation |
US11080012B2 (en) | 2009-06-05 | 2021-08-03 | Apple Inc. | Interface for a virtual digital assistant |
TWI738532B (en) * | 2019-10-27 | 2021-09-01 | 英屬開曼群島商意騰科技股份有限公司 | Apparatus and method for multiple-microphone speech enhancement |
US11120372B2 (en) | 2011-06-03 | 2021-09-14 | Apple Inc. | Performing actions associated with task items that represent tasks to perform |
US11127397B2 (en) | 2015-05-27 | 2021-09-21 | Apple Inc. | Device voice control |
US11133008B2 (en) | 2014-05-30 | 2021-09-28 | Apple Inc. | Reducing the need for manual start/end-pointing and trigger phrases |
US11140099B2 (en) | 2019-05-21 | 2021-10-05 | Apple Inc. | Providing message response suggestions |
US11145294B2 (en) | 2018-05-07 | 2021-10-12 | Apple Inc. | Intelligent automated assistant for delivering content from user experiences |
US11170166B2 (en) | 2018-09-28 | 2021-11-09 | Apple Inc. | Neural typographical error modeling via generative adversarial networks |
US11204787B2 (en) | 2017-01-09 | 2021-12-21 | Apple Inc. | Application integration with a digital assistant |
US11217251B2 (en) | 2019-05-06 | 2022-01-04 | Apple Inc. | Spoken notifications |
US11227589B2 (en) | 2016-06-06 | 2022-01-18 | Apple Inc. | Intelligent list reading |
US11231904B2 (en) | 2015-03-06 | 2022-01-25 | Apple Inc. | Reducing response latency of intelligent automated assistants |
US11237797B2 (en) | 2019-05-31 | 2022-02-01 | Apple Inc. | User activity shortcut suggestions |
US11269678B2 (en) | 2012-05-15 | 2022-03-08 | Apple Inc. | Systems and methods for integrating third party services with a digital assistant |
US11281993B2 (en) | 2016-12-05 | 2022-03-22 | Apple Inc. | Model and ensemble compression for metric learning |
US11289073B2 (en) | 2019-05-31 | 2022-03-29 | Apple Inc. | Device text to speech |
US11301477B2 (en) | 2017-05-12 | 2022-04-12 | Apple Inc. | Feedback analysis of a digital assistant |
US11307752B2 (en) | 2019-05-06 | 2022-04-19 | Apple Inc. | User configurable task triggers |
US11314370B2 (en) | 2013-12-06 | 2022-04-26 | Apple Inc. | Method for extracting salient dialog usage from live data |
US11350253B2 (en) | 2011-06-03 | 2022-05-31 | Apple Inc. | Active transport based notifications |
US11348573B2 (en) | 2019-03-18 | 2022-05-31 | Apple Inc. | Multimodality in digital assistant systems |
US11360641B2 (en) | 2019-06-01 | 2022-06-14 | Apple Inc. | Increasing the relevance of new available information |
US11386266B2 (en) | 2018-06-01 | 2022-07-12 | Apple Inc. | Text correction |
US11388291B2 (en) | 2013-03-14 | 2022-07-12 | Apple Inc. | System and method for processing voicemail |
US11423908B2 (en) | 2019-05-06 | 2022-08-23 | Apple Inc. | Interpreting spoken requests |
US11462215B2 (en) | 2018-09-28 | 2022-10-04 | Apple Inc. | Multi-modal inputs for voice commands |
US11468282B2 (en) | 2015-05-15 | 2022-10-11 | Apple Inc. | Virtual assistant in a communication session |
US11475884B2 (en) | 2019-05-06 | 2022-10-18 | Apple Inc. | Reducing digital assistant latency when a language is incorrectly determined |
US11475898B2 (en) | 2018-10-26 | 2022-10-18 | Apple Inc. | Low-latency multi-speaker speech recognition |
US11488406B2 (en) | 2019-09-25 | 2022-11-01 | Apple Inc. | Text detection using global geometry estimators |
US11496600B2 (en) | 2019-05-31 | 2022-11-08 | Apple Inc. | Remote execution of machine-learned models |
US11495218B2 (en) | 2018-06-01 | 2022-11-08 | Apple Inc. | Virtual assistant operation in multi-device environments |
US11532306B2 (en) | 2017-05-16 | 2022-12-20 | Apple Inc. | Detecting a trigger of a digital assistant |
US11638059B2 (en) | 2019-01-04 | 2023-04-25 | Apple Inc. | Content playback on multiple devices |
US11657813B2 (en) | 2019-05-31 | 2023-05-23 | Apple Inc. | Voice identification in digital assistant systems |
US11671920B2 (en) | 2007-04-03 | 2023-06-06 | Apple Inc. | Method and system for operating a multifunction portable electronic device using voice-activation |
US11765209B2 (en) | 2020-05-11 | 2023-09-19 | Apple Inc. | Digital assistant hardware abstraction |
US11798547B2 (en) | 2013-03-15 | 2023-10-24 | Apple Inc. | Voice activated device for use with a voice-based digital assistant |
US11809483B2 (en) | 2015-09-08 | 2023-11-07 | Apple Inc. | Intelligent automated assistant for media search and playback |
US11853536B2 (en) | 2015-09-08 | 2023-12-26 | Apple Inc. | Intelligent automated assistant in a media environment |
US11886805B2 (en) | 2015-11-09 | 2024-01-30 | Apple Inc. | Unconventional virtual assistant interactions |
-
2009
- 2009-09-04 TW TW98129781A patent/TW201110108A/en unknown
Cited By (199)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US10318871B2 (en) | 2005-09-08 | 2019-06-11 | Apple Inc. | Method and apparatus for building an intelligent automated assistant |
US11928604B2 (en) | 2005-09-08 | 2024-03-12 | Apple Inc. | Method and apparatus for building an intelligent automated assistant |
US11671920B2 (en) | 2007-04-03 | 2023-06-06 | Apple Inc. | Method and system for operating a multifunction portable electronic device using voice-activation |
US11023513B2 (en) | 2007-12-20 | 2021-06-01 | Apple Inc. | Method and apparatus for searching using an active ontology |
US10381016B2 (en) | 2008-01-03 | 2019-08-13 | Apple Inc. | Methods and apparatus for altering audio output signals |
US9865248B2 (en) | 2008-04-05 | 2018-01-09 | Apple Inc. | Intelligent text-to-speech conversion |
US10108612B2 (en) | 2008-07-31 | 2018-10-23 | Apple Inc. | Mobile device having human language translation capability with positional feedback |
US11348582B2 (en) | 2008-10-02 | 2022-05-31 | Apple Inc. | Electronic devices with voice command and contextual data processing capabilities |
US10643611B2 (en) | 2008-10-02 | 2020-05-05 | Apple Inc. | Electronic devices with voice command and contextual data processing capabilities |
US10795541B2 (en) | 2009-06-05 | 2020-10-06 | Apple Inc. | Intelligent organization of tasks items |
US11080012B2 (en) | 2009-06-05 | 2021-08-03 | Apple Inc. | Interface for a virtual digital assistant |
US10741185B2 (en) | 2010-01-18 | 2020-08-11 | Apple Inc. | Intelligent automated assistant |
US11423886B2 (en) | 2010-01-18 | 2022-08-23 | Apple Inc. | Task flow identification based on user intent |
US10706841B2 (en) | 2010-01-18 | 2020-07-07 | Apple Inc. | Task flow identification based on user intent |
US10049675B2 (en) | 2010-02-25 | 2018-08-14 | Apple Inc. | User profiling for voice input processing |
US10692504B2 (en) | 2010-02-25 | 2020-06-23 | Apple Inc. | User profiling for voice input processing |
US10417405B2 (en) | 2011-03-21 | 2019-09-17 | Apple Inc. | Device access using voice authentication |
US11120372B2 (en) | 2011-06-03 | 2021-09-14 | Apple Inc. | Performing actions associated with task items that represent tasks to perform |
US11350253B2 (en) | 2011-06-03 | 2022-05-31 | Apple Inc. | Active transport based notifications |
US8744849B2 (en) | 2011-07-26 | 2014-06-03 | Industrial Technology Research Institute | Microphone-array-based speech recognition system and method |
US11069336B2 (en) | 2012-03-02 | 2021-07-20 | Apple Inc. | Systems and methods for name pronunciation |
US11321116B2 (en) | 2012-05-15 | 2022-05-03 | Apple Inc. | Systems and methods for integrating third party services with a digital assistant |
US11269678B2 (en) | 2012-05-15 | 2022-03-08 | Apple Inc. | Systems and methods for integrating third party services with a digital assistant |
US10079014B2 (en) | 2012-06-08 | 2018-09-18 | Apple Inc. | Name recognition system |
US9971774B2 (en) | 2012-09-19 | 2018-05-15 | Apple Inc. | Voice-based media searching |
US10714117B2 (en) | 2013-02-07 | 2020-07-14 | Apple Inc. | Voice trigger for a digital assistant |
US10978090B2 (en) | 2013-02-07 | 2021-04-13 | Apple Inc. | Voice trigger for a digital assistant |
US11636869B2 (en) | 2013-02-07 | 2023-04-25 | Apple Inc. | Voice trigger for a digital assistant |
US11388291B2 (en) | 2013-03-14 | 2022-07-12 | Apple Inc. | System and method for processing voicemail |
US11798547B2 (en) | 2013-03-15 | 2023-10-24 | Apple Inc. | Voice activated device for use with a voice-based digital assistant |
US9966060B2 (en) | 2013-06-07 | 2018-05-08 | Apple Inc. | System and method for user-specified pronunciation of words for speech synthesis and recognition |
US10657961B2 (en) | 2013-06-08 | 2020-05-19 | Apple Inc. | Interpreting and acting upon commands that involve sharing information with remote devices |
US11048473B2 (en) | 2013-06-09 | 2021-06-29 | Apple Inc. | Device, method, and graphical user interface for enabling conversation persistence across two or more instances of a digital assistant |
US10769385B2 (en) | 2013-06-09 | 2020-09-08 | Apple Inc. | System and method for inferring user intent from speech inputs |
US11727219B2 (en) | 2013-06-09 | 2023-08-15 | Apple Inc. | System and method for inferring user intent from speech inputs |
US11314370B2 (en) | 2013-12-06 | 2022-04-26 | Apple Inc. | Method for extracting salient dialog usage from live data |
US10083690B2 (en) | 2014-05-30 | 2018-09-25 | Apple Inc. | Better resolution when referencing to concepts |
US10497365B2 (en) | 2014-05-30 | 2019-12-03 | Apple Inc. | Multi-command single utterance input method |
US11257504B2 (en) | 2014-05-30 | 2022-02-22 | Apple Inc. | Intelligent assistant for home automation |
US10699717B2 (en) | 2014-05-30 | 2020-06-30 | Apple Inc. | Intelligent assistant for home automation |
US10417344B2 (en) | 2014-05-30 | 2019-09-17 | Apple Inc. | Exemplar-based natural language processing |
US10657966B2 (en) | 2014-05-30 | 2020-05-19 | Apple Inc. | Better resolution when referencing to concepts |
US11810562B2 (en) | 2014-05-30 | 2023-11-07 | Apple Inc. | Reducing the need for manual start/end-pointing and trigger phrases |
US11133008B2 (en) | 2014-05-30 | 2021-09-28 | Apple Inc. | Reducing the need for manual start/end-pointing and trigger phrases |
US10878809B2 (en) | 2014-05-30 | 2020-12-29 | Apple Inc. | Multi-command single utterance input method |
US10714095B2 (en) | 2014-05-30 | 2020-07-14 | Apple Inc. | Intelligent assistant for home automation |
US11699448B2 (en) | 2014-05-30 | 2023-07-11 | Apple Inc. | Intelligent assistant for home automation |
US11670289B2 (en) | 2014-05-30 | 2023-06-06 | Apple Inc. | Multi-command single utterance input method |
US9668024B2 (en) | 2014-06-30 | 2017-05-30 | Apple Inc. | Intelligent automated assistant for TV user interactions |
US10904611B2 (en) | 2014-06-30 | 2021-01-26 | Apple Inc. | Intelligent automated assistant for TV user interactions |
US11516537B2 (en) | 2014-06-30 | 2022-11-29 | Apple Inc. | Intelligent automated assistant for TV user interactions |
US10431204B2 (en) | 2014-09-11 | 2019-10-01 | Apple Inc. | Method and apparatus for discovering trending terms in speech requests |
US10438595B2 (en) | 2014-09-30 | 2019-10-08 | Apple Inc. | Speaker identification and unsupervised speaker adaptation techniques |
US10074360B2 (en) | 2014-09-30 | 2018-09-11 | Apple Inc. | Providing an indication of the suitability of speech recognition |
US10453443B2 (en) | 2014-09-30 | 2019-10-22 | Apple Inc. | Providing an indication of the suitability of speech recognition |
TWI582753B (en) * | 2014-09-30 | 2017-05-11 | 蘋果公司 | Method, system, and computer-readable storage medium for operating a virtual assistant |
US10390213B2 (en) | 2014-09-30 | 2019-08-20 | Apple Inc. | Social reminders |
US9986419B2 (en) | 2014-09-30 | 2018-05-29 | Apple Inc. | Social reminders |
US11231904B2 (en) | 2015-03-06 | 2022-01-25 | Apple Inc. | Reducing response latency of intelligent automated assistants |
US11842734B2 (en) | 2015-03-08 | 2023-12-12 | Apple Inc. | Virtual assistant activation |
US10311871B2 (en) | 2015-03-08 | 2019-06-04 | Apple Inc. | Competing devices responding to voice triggers |
US10567477B2 (en) | 2015-03-08 | 2020-02-18 | Apple Inc. | Virtual assistant continuity |
US11087759B2 (en) | 2015-03-08 | 2021-08-10 | Apple Inc. | Virtual assistant activation |
US10529332B2 (en) | 2015-03-08 | 2020-01-07 | Apple Inc. | Virtual assistant activation |
US10930282B2 (en) | 2015-03-08 | 2021-02-23 | Apple Inc. | Competing devices responding to voice triggers |
US11468282B2 (en) | 2015-05-15 | 2022-10-11 | Apple Inc. | Virtual assistant in a communication session |
US11070949B2 (en) | 2015-05-27 | 2021-07-20 | Apple Inc. | Systems and methods for proactively identifying and surfacing relevant content on an electronic device with a touch-sensitive display |
US11127397B2 (en) | 2015-05-27 | 2021-09-21 | Apple Inc. | Device voice control |
US10681212B2 (en) | 2015-06-05 | 2020-06-09 | Apple Inc. | Virtual assistant aided communication with 3rd party service in a communication session |
US10356243B2 (en) | 2015-06-05 | 2019-07-16 | Apple Inc. | Virtual assistant aided communication with 3rd party service in a communication session |
US11947873B2 (en) | 2015-06-29 | 2024-04-02 | Apple Inc. | Virtual assistant for media playback |
US11010127B2 (en) | 2015-06-29 | 2021-05-18 | Apple Inc. | Virtual assistant for media playback |
US11809483B2 (en) | 2015-09-08 | 2023-11-07 | Apple Inc. | Intelligent automated assistant for media search and playback |
US10671428B2 (en) | 2015-09-08 | 2020-06-02 | Apple Inc. | Distributed personal assistant |
US11500672B2 (en) | 2015-09-08 | 2022-11-15 | Apple Inc. | Distributed personal assistant |
US10747498B2 (en) | 2015-09-08 | 2020-08-18 | Apple Inc. | Zero latency digital assistant |
US11853536B2 (en) | 2015-09-08 | 2023-12-26 | Apple Inc. | Intelligent automated assistant in a media environment |
US11550542B2 (en) | 2015-09-08 | 2023-01-10 | Apple Inc. | Zero latency digital assistant |
US11126400B2 (en) | 2015-09-08 | 2021-09-21 | Apple Inc. | Zero latency digital assistant |
US11010550B2 (en) | 2015-09-29 | 2021-05-18 | Apple Inc. | Unified language modeling framework for word prediction, auto-completion and auto-correction |
US10366158B2 (en) | 2015-09-29 | 2019-07-30 | Apple Inc. | Efficient word encoding for recurrent neural network language models |
US11526368B2 (en) | 2015-11-06 | 2022-12-13 | Apple Inc. | Intelligent automated assistant in a messaging environment |
US10691473B2 (en) | 2015-11-06 | 2020-06-23 | Apple Inc. | Intelligent automated assistant in a messaging environment |
US11886805B2 (en) | 2015-11-09 | 2024-01-30 | Apple Inc. | Unconventional virtual assistant interactions |
US10049668B2 (en) | 2015-12-02 | 2018-08-14 | Apple Inc. | Applying neural network language models to weighted finite state transducers for automatic speech recognition |
US10354652B2 (en) | 2015-12-02 | 2019-07-16 | Apple Inc. | Applying neural network language models to weighted finite state transducers for automatic speech recognition |
US10942703B2 (en) | 2015-12-23 | 2021-03-09 | Apple Inc. | Proactive assistance based on dialog communication between devices |
US10223066B2 (en) | 2015-12-23 | 2019-03-05 | Apple Inc. | Proactive assistance based on dialog communication between devices |
US10446143B2 (en) | 2016-03-14 | 2019-10-15 | Apple Inc. | Identification of voice inputs providing credentials |
US9934775B2 (en) | 2016-05-26 | 2018-04-03 | Apple Inc. | Unit-selection text-to-speech synthesis based on predicted concatenation parameters |
US9972304B2 (en) | 2016-06-03 | 2018-05-15 | Apple Inc. | Privacy preserving distributed evaluation framework for embedded personalized systems |
US10249300B2 (en) | 2016-06-06 | 2019-04-02 | Apple Inc. | Intelligent list reading |
US11227589B2 (en) | 2016-06-06 | 2022-01-18 | Apple Inc. | Intelligent list reading |
US11069347B2 (en) | 2016-06-08 | 2021-07-20 | Apple Inc. | Intelligent automated assistant for media exploration |
US10049663B2 (en) | 2016-06-08 | 2018-08-14 | Apple, Inc. | Intelligent automated assistant for media exploration |
US10354011B2 (en) | 2016-06-09 | 2019-07-16 | Apple Inc. | Intelligent automated assistant in a home environment |
US11037565B2 (en) | 2016-06-10 | 2021-06-15 | Apple Inc. | Intelligent digital assistant in a multi-tasking environment |
US10490187B2 (en) | 2016-06-10 | 2019-11-26 | Apple Inc. | Digital assistant providing automated status report |
US11657820B2 (en) | 2016-06-10 | 2023-05-23 | Apple Inc. | Intelligent digital assistant in a multi-tasking environment |
US10733993B2 (en) | 2016-06-10 | 2020-08-04 | Apple Inc. | Intelligent digital assistant in a multi-tasking environment |
US10192552B2 (en) | 2016-06-10 | 2019-01-29 | Apple Inc. | Digital assistant providing whispered speech |
US10509862B2 (en) | 2016-06-10 | 2019-12-17 | Apple Inc. | Dynamic phrase expansion of language input |
US10067938B2 (en) | 2016-06-10 | 2018-09-04 | Apple Inc. | Multilingual word prediction |
US10297253B2 (en) | 2016-06-11 | 2019-05-21 | Apple Inc. | Application integration with a digital assistant |
US10521466B2 (en) | 2016-06-11 | 2019-12-31 | Apple Inc. | Data driven natural language event detection and classification |
US11749275B2 (en) | 2016-06-11 | 2023-09-05 | Apple Inc. | Application integration with a digital assistant |
US10942702B2 (en) | 2016-06-11 | 2021-03-09 | Apple Inc. | Intelligent device arbitration and control |
US11809783B2 (en) | 2016-06-11 | 2023-11-07 | Apple Inc. | Intelligent device arbitration and control |
US11152002B2 (en) | 2016-06-11 | 2021-10-19 | Apple Inc. | Application integration with a digital assistant |
US10580409B2 (en) | 2016-06-11 | 2020-03-03 | Apple Inc. | Application integration with a digital assistant |
US10089072B2 (en) | 2016-06-11 | 2018-10-02 | Apple Inc. | Intelligent device arbitration and control |
US10269345B2 (en) | 2016-06-11 | 2019-04-23 | Apple Inc. | Intelligent task discovery |
US10474753B2 (en) | 2016-09-07 | 2019-11-12 | Apple Inc. | Language identification using recurrent neural networks |
US10043516B2 (en) | 2016-09-23 | 2018-08-07 | Apple Inc. | Intelligent automated assistant |
US10553215B2 (en) | 2016-09-23 | 2020-02-04 | Apple Inc. | Intelligent automated assistant |
US11281993B2 (en) | 2016-12-05 | 2022-03-22 | Apple Inc. | Model and ensemble compression for metric learning |
US10593346B2 (en) | 2016-12-22 | 2020-03-17 | Apple Inc. | Rank-reduced token representation for automatic speech recognition |
US11204787B2 (en) | 2017-01-09 | 2021-12-21 | Apple Inc. | Application integration with a digital assistant |
US11656884B2 (en) | 2017-01-09 | 2023-05-23 | Apple Inc. | Application integration with a digital assistant |
US10332518B2 (en) | 2017-05-09 | 2019-06-25 | Apple Inc. | User interface for correcting recognition errors |
US10741181B2 (en) | 2017-05-09 | 2020-08-11 | Apple Inc. | User interface for correcting recognition errors |
US10417266B2 (en) | 2017-05-09 | 2019-09-17 | Apple Inc. | Context-aware ranking of intelligent response suggestions |
US10847142B2 (en) | 2017-05-11 | 2020-11-24 | Apple Inc. | Maintaining privacy of personal information |
US10755703B2 (en) | 2017-05-11 | 2020-08-25 | Apple Inc. | Offline personal assistant |
US11599331B2 (en) | 2017-05-11 | 2023-03-07 | Apple Inc. | Maintaining privacy of personal information |
US10726832B2 (en) | 2017-05-11 | 2020-07-28 | Apple Inc. | Maintaining privacy of personal information |
US10395654B2 (en) | 2017-05-11 | 2019-08-27 | Apple Inc. | Text normalization based on a data-driven learning network |
US11380310B2 (en) | 2017-05-12 | 2022-07-05 | Apple Inc. | Low-latency intelligent automated assistant |
US10791176B2 (en) | 2017-05-12 | 2020-09-29 | Apple Inc. | Synchronization and task delegation of a digital assistant |
US10789945B2 (en) | 2017-05-12 | 2020-09-29 | Apple Inc. | Low-latency intelligent automated assistant |
US11301477B2 (en) | 2017-05-12 | 2022-04-12 | Apple Inc. | Feedback analysis of a digital assistant |
US11580990B2 (en) | 2017-05-12 | 2023-02-14 | Apple Inc. | User-specific acoustic models |
US11405466B2 (en) | 2017-05-12 | 2022-08-02 | Apple Inc. | Synchronization and task delegation of a digital assistant |
US10410637B2 (en) | 2017-05-12 | 2019-09-10 | Apple Inc. | User-specific acoustic models |
US10482874B2 (en) | 2017-05-15 | 2019-11-19 | Apple Inc. | Hierarchical belief states for digital assistants |
US10810274B2 (en) | 2017-05-15 | 2020-10-20 | Apple Inc. | Optimizing dialogue policy decisions for digital assistants using implicit feedback |
US10909171B2 (en) | 2017-05-16 | 2021-02-02 | Apple Inc. | Intelligent automated assistant for media exploration |
US11675829B2 (en) | 2017-05-16 | 2023-06-13 | Apple Inc. | Intelligent automated assistant for media exploration |
US10303715B2 (en) | 2017-05-16 | 2019-05-28 | Apple Inc. | Intelligent automated assistant for media exploration |
US10311144B2 (en) | 2017-05-16 | 2019-06-04 | Apple Inc. | Emoji word sense disambiguation |
US11217255B2 (en) | 2017-05-16 | 2022-01-04 | Apple Inc. | Far-field extension for digital assistant services |
US11532306B2 (en) | 2017-05-16 | 2022-12-20 | Apple Inc. | Detecting a trigger of a digital assistant |
US10748546B2 (en) | 2017-05-16 | 2020-08-18 | Apple Inc. | Digital assistant services based on device capabilities |
US10403278B2 (en) | 2017-05-16 | 2019-09-03 | Apple Inc. | Methods and systems for phonetic matching in digital assistant services |
US10657328B2 (en) | 2017-06-02 | 2020-05-19 | Apple Inc. | Multi-task recurrent neural network architecture for efficient morphology handling in neural language modeling |
US10445429B2 (en) | 2017-09-21 | 2019-10-15 | Apple Inc. | Natural language understanding using vocabularies with compressed serialized tries |
US10755051B2 (en) | 2017-09-29 | 2020-08-25 | Apple Inc. | Rule-based natural language processing |
US10636424B2 (en) | 2017-11-30 | 2020-04-28 | Apple Inc. | Multi-turn canned dialog |
US10733982B2 (en) | 2018-01-08 | 2020-08-04 | Apple Inc. | Multi-directional dialog |
US10733375B2 (en) | 2018-01-31 | 2020-08-04 | Apple Inc. | Knowledge-based framework for improving natural language understanding |
US10789959B2 (en) | 2018-03-02 | 2020-09-29 | Apple Inc. | Training speaker recognition models for digital assistants |
US10592604B2 (en) | 2018-03-12 | 2020-03-17 | Apple Inc. | Inverse text normalization for automatic speech recognition |
US11710482B2 (en) | 2018-03-26 | 2023-07-25 | Apple Inc. | Natural assistant interaction |
US10818288B2 (en) | 2018-03-26 | 2020-10-27 | Apple Inc. | Natural assistant interaction |
US10909331B2 (en) | 2018-03-30 | 2021-02-02 | Apple Inc. | Implicit identification of translation payload with neural machine translation |
US11145294B2 (en) | 2018-05-07 | 2021-10-12 | Apple Inc. | Intelligent automated assistant for delivering content from user experiences |
US10928918B2 (en) | 2018-05-07 | 2021-02-23 | Apple Inc. | Raise to speak |
US11169616B2 (en) | 2018-05-07 | 2021-11-09 | Apple Inc. | Raise to speak |
US11854539B2 (en) | 2018-05-07 | 2023-12-26 | Apple Inc. | Intelligent automated assistant for delivering content from user experiences |
US11900923B2 (en) | 2018-05-07 | 2024-02-13 | Apple Inc. | Intelligent automated assistant for delivering content from user experiences |
US11487364B2 (en) | 2018-05-07 | 2022-11-01 | Apple Inc. | Raise to speak |
US10984780B2 (en) | 2018-05-21 | 2021-04-20 | Apple Inc. | Global semantic word embeddings using bi-directional recurrent neural networks |
US11009970B2 (en) | 2018-06-01 | 2021-05-18 | Apple Inc. | Attention aware virtual assistant dismissal |
US11431642B2 (en) | 2018-06-01 | 2022-08-30 | Apple Inc. | Variable latency device coordination |
US11495218B2 (en) | 2018-06-01 | 2022-11-08 | Apple Inc. | Virtual assistant operation in multi-device environments |
US10720160B2 (en) | 2018-06-01 | 2020-07-21 | Apple Inc. | Voice interaction at a primary device to access call functionality of a companion device |
US11386266B2 (en) | 2018-06-01 | 2022-07-12 | Apple Inc. | Text correction |
US11360577B2 (en) | 2018-06-01 | 2022-06-14 | Apple Inc. | Attention aware virtual assistant dismissal |
US10403283B1 (en) | 2018-06-01 | 2019-09-03 | Apple Inc. | Voice interaction at a primary device to access call functionality of a companion device |
US10892996B2 (en) | 2018-06-01 | 2021-01-12 | Apple Inc. | Variable latency device coordination |
US10684703B2 (en) | 2018-06-01 | 2020-06-16 | Apple Inc. | Attention aware virtual assistant dismissal |
US10984798B2 (en) | 2018-06-01 | 2021-04-20 | Apple Inc. | Voice interaction at a primary device to access call functionality of a companion device |
US10496705B1 (en) | 2018-06-03 | 2019-12-03 | Apple Inc. | Accelerated task performance |
US10504518B1 (en) | 2018-06-03 | 2019-12-10 | Apple Inc. | Accelerated task performance |
US10944859B2 (en) | 2018-06-03 | 2021-03-09 | Apple Inc. | Accelerated task performance |
US11010561B2 (en) | 2018-09-27 | 2021-05-18 | Apple Inc. | Sentiment prediction from textual data |
US11462215B2 (en) | 2018-09-28 | 2022-10-04 | Apple Inc. | Multi-modal inputs for voice commands |
US10839159B2 (en) | 2018-09-28 | 2020-11-17 | Apple Inc. | Named entity normalization in a spoken dialog system |
US11170166B2 (en) | 2018-09-28 | 2021-11-09 | Apple Inc. | Neural typographical error modeling via generative adversarial networks |
US11475898B2 (en) | 2018-10-26 | 2022-10-18 | Apple Inc. | Low-latency multi-speaker speech recognition |
US11638059B2 (en) | 2019-01-04 | 2023-04-25 | Apple Inc. | Content playback on multiple devices |
US11348573B2 (en) | 2019-03-18 | 2022-05-31 | Apple Inc. | Multimodality in digital assistant systems |
US11423908B2 (en) | 2019-05-06 | 2022-08-23 | Apple Inc. | Interpreting spoken requests |
US11705130B2 (en) | 2019-05-06 | 2023-07-18 | Apple Inc. | Spoken notifications |
US11217251B2 (en) | 2019-05-06 | 2022-01-04 | Apple Inc. | Spoken notifications |
US11307752B2 (en) | 2019-05-06 | 2022-04-19 | Apple Inc. | User configurable task triggers |
US11475884B2 (en) | 2019-05-06 | 2022-10-18 | Apple Inc. | Reducing digital assistant latency when a language is incorrectly determined |
US11888791B2 (en) | 2019-05-21 | 2024-01-30 | Apple Inc. | Providing message response suggestions |
US11140099B2 (en) | 2019-05-21 | 2021-10-05 | Apple Inc. | Providing message response suggestions |
US11360739B2 (en) | 2019-05-31 | 2022-06-14 | Apple Inc. | User activity shortcut suggestions |
US11496600B2 (en) | 2019-05-31 | 2022-11-08 | Apple Inc. | Remote execution of machine-learned models |
US11657813B2 (en) | 2019-05-31 | 2023-05-23 | Apple Inc. | Voice identification in digital assistant systems |
US11289073B2 (en) | 2019-05-31 | 2022-03-29 | Apple Inc. | Device text to speech |
US11237797B2 (en) | 2019-05-31 | 2022-02-01 | Apple Inc. | User activity shortcut suggestions |
US11360641B2 (en) | 2019-06-01 | 2022-06-14 | Apple Inc. | Increasing the relevance of new available information |
US11488406B2 (en) | 2019-09-25 | 2022-11-01 | Apple Inc. | Text detection using global geometry estimators |
TWI738532B (en) * | 2019-10-27 | 2021-09-01 | 英屬開曼群島商意騰科技股份有限公司 | Apparatus and method for multiple-microphone speech enhancement |
US11765209B2 (en) | 2020-05-11 | 2023-09-19 | Apple Inc. | Digital assistant hardware abstraction |
US11924254B2 (en) | 2020-05-11 | 2024-03-05 | Apple Inc. | Digital assistant hardware abstraction |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
TW201110108A (en) | Voice noise elimination method for microphone array | |
CN104157295B (en) | For detection and the method for transient suppression noise | |
EP2393463B1 (en) | Multiple microphone based directional sound filter | |
CN105869651B (en) | Binary channels Wave beam forming sound enhancement method based on noise mixing coherence | |
CN108447496B (en) | Speech enhancement method and device based on microphone array | |
Fu et al. | Dual-microphone noise reduction for mobile phone application | |
Zhang et al. | FT-LSTM based complex network for joint acoustic echo cancellation and speech enhancement | |
Islam et al. | Speech enhancement based on a modified spectral subtraction method | |
Huang et al. | A minimum variance distortionless response filter based on the bifrequency spectrum for single-channel noise reduction | |
Jin et al. | Multi-channel noise reduction for hands-free voice communication on mobile phones | |
Shankar et al. | Influence of MVDR beamformer on a speech enhancement based smartphone application for hearing aids | |
Chen et al. | A dual-stream deep attractor network with multi-domain learning for speech dereverberation and separation | |
Gupta et al. | Speech enhancement using MMSE estimation and spectral subtraction methods | |
Çolak et al. | A novel voice activity detection for multi-channel noise reduction | |
Rao et al. | Speech enhancement using sub-band cross-correlation compensated Wiener filter combined with harmonic regeneration | |
Zhang et al. | Spectral subtraction on real and imaginary modulation spectra | |
Li et al. | Adaptive β-order generalized spectral subtraction for speech enhancement | |
Yousefian et al. | Power level difference as a criterion for speech enhancement | |
Do et al. | A robust sound-source separation algorithm for an adverse environment that combines MVDR-PHAT with the CASA framework | |
Kuroiwa et al. | Wind noise reduction method for speech recording using multiple noise templates and observed spectrum fine structure | |
Krishnamoorthy et al. | Modified spectral subtraction method for enhancement of noisy speech | |
Li et al. | Speech enhancement using magnitude and phase spectrum compensation | |
Zhang et al. | A robust speech enhancement method based on microphone array | |
Muzammel et al. | Noise reduction from speech signals using modified spectral subtraction technique | |
Zhao et al. | A new speech enhancement algorithm with generalized Gamma speech model |