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  2. The Cambridge University Spoken Document Retrieval System

    mi.eng.cam.ac.uk/reports/full_html/johnson_icassp99.html/
    8 Mar 2000: its performance using automatic transcriptions of about 50 hours of broadcast news data. ... For the experiments on the TREC-6 test data triphone HMMs were trained on nominally 50 hours (actually about 35 hours) of broadcast news audio and the language
  3. Mark Gales - Publications

    mi.eng.cam.ac.uk/~mjfg/publications.v1.html
    20 Dec 2011: Sim and P.C. Woodland (2005). Development of the CU-HTK 2004 Broadcast News Transcription Systems. ... Unsupervised training with directed manual transcription for recognizing Mandarin broadcast audio.
  4. Spoken Document Retrieval for TREC-8 at Cambridge University

    mi.eng.cam.ac.uk/reports/full_html/johnson_trec8.html/
    30 Mar 2000: The 500 hours of broadcast news audio was filtered using an automatic scheme for detecting commercials, and then transcribed using a 2-pass HTK speech recogniser which ran at 13 times ... The HMMs were trained using 146 hours of broadcast news audio
  5. Effects of Out of Vocabulary Words in Spoken Document Retrieval

    mi.eng.cam.ac.uk/reports/full_html/woodland_sigir00.html/
    14 Aug 2000: The TREC-8 audio contains 500 hours of US broadcast news data that was recorded between February and June 1998. ... Transcription used a simplified version of the HTK broadcast news system which corresponds to the first-pass'' recognition system
  6. Speaker Diarisation for Broadcast News S. E. Tranter† and ...

    mi.eng.cam.ac.uk/reports/svr-ftp/tranter_odyssey04.pdf
    25 Mar 2004: It uses adirect search of the audio, as described in [9] to find exactmatches which represent re-broadcast (pre-recorded) portionsof the news shows. ... 1999 DARPA Broadcast News Workshop,Herndon, VA, March 1999, pp. 183–186. [15] L.
  7. DISCRIMINATIVE LANGUAGE MODEL ADAPTATION FORMANDARIN BROADCAST SPEECH …

    mi.eng.cam.ac.uk/research/projects/AGILE/publications/liu-asru07.pdf
    26 Mar 2008: A total of 942 hours of broad-cast news (BN) and broadcast conversation (BC) speech audio datawere used for acoustic model training. ... Tranter. Progress in the CU-HTK broadcast news tran-scription system, IEEE Transactions Speech and Audio Pro-cessing,
  8. Abstract for hain_icslp98

    mi.eng.cam.ac.uk/reports/abstracts/hain_icslp98.html
    27 Jul 2020: Abstract for hain_icslp98. Proc. ICSLP'98, Sydney. SEGMENTATION AND CLASSIFICATION OF BROADCAST NEWS AUDIO. ... T. Hain, P.C. Woodland. 1998. Broadcast news audio data contains a wide variety of different speakers and audio conditions (channel and
  9. General Query Expansion Techniques for Spoken Document Retrieval

    mi.eng.cam.ac.uk/reports/full_html/jourlin_esca99.html/
    2 Mar 2000: The experiments reported here use the TREC-7 SDR test data. For this evaluation, the audio documents came from American broadcast radio and TV news programs which had been manually divided ... J. Young. Segment Generation and Clustering in the HTK
  10. Spoken Document Retrieval for TREC-7 at Cambridge University

    mi.eng.cam.ac.uk/reports/full_html/johnson_trec7.html/
    30 Mar 2000: The broadcast news audio was transcribed using a 2-pass gender-dependent HTK speech recogniser which ran at 50 times real time and gave an overall word error rate of ... For the TREC-7 SDR track, audio from American broadcast radio and TV news programs
  11. Abstract for johnson_riao00

    mi.eng.cam.ac.uk/reports/abstracts/johnson_riao00.html
    27 Jul 2020: Abstract for johnson_riao00. Proceedings, RIAO 2000. AUDIO INDEXING AND RETRIEVAL OF COMPLETE BROADCAST NEWS SHOWS. ... April 2000. This paper describes a system for retrieving relevant portions of complete broadcast news shows starting with only the
  12. A METHOD FOR DIRECT AUDIO SEARCH WITH APPLICATIONS TOINDEXING ...

    mi.eng.cam.ac.uk/reports/svr-ftp/johnson_icassp00.pdf
    19 Apr 2000: 4. EXPT. 1 – END POINT DETECTION. The initial evaluation of the direct audio search procedurewas carried out in the context of trying to automaticallydetect the endpoint of a broadcast news episode. ... The technique has shown to be effective at
  13. Spoken Document Retrieval for TREC-9 at Cambridge University

    mi.eng.cam.ac.uk/reports/full_html/johnson_trec9.html/
    23 Feb 2002: D. Abberley, S. Renals, G. Cook & T. Robinson. Retrieval of Broadcast News Documents with the THISL System. ... Jourlin, G.L.Moore, K. Spärck Jones & P.C. Woodland. Audio Indexing and Retrieval of Complete Broadcast News Shows.
  14. Speaker Diarisation for Broadcast News

    mi.eng.cam.ac.uk/reports/full_html/tranter_odyssey04.html/
    14 Jun 2004: task of identifying 'who spoke when' in broadcast news audio is particularly interesting and challenging. ... It uses a direct search of the audio, as described in [9] to find exact matches which represent re-broadcast (pre-recorded) portions of the
  15. The Cambridge Multimedia Document Retrieval (MDR) Project : Summary…

    mi.eng.cam.ac.uk/reports/full_html/sparckjones_cltr517.html/
    10 Oct 2001: The project tests demonstrate that retrieval from files of audio news material transcribed using a state of the art speech recognition system can match the reference level defined by human transcriptions; ... Thus given a stream of broadcast news,
  16. 11 Jan 2008: A total of 942 hours of broad-cast news (BN) and broadcast conversation (BC) speech audio datawere used for acoustic model training. ... Tranter. Progress in the CU-HTK broadcast news tran-scription system, IEEE Transactions Speech and Audio Pro-cessing,
  17. Surprise Languages: Rapid-Response Cross-Language IR

    mi.eng.cam.ac.uk/~ar527/oard_evia2019.pdf
    11 Jun 2019: The much higher sampling ratesof 44.1 and 48 kHz used for news and topical broadcast data addsadditional complexity to the existing mismatch between trainingand testing domains. ... The duration of speech-only audio in the CTS,news and topical broadcast
  18. 5 Jan 2010: Why we like HMMs - example broadcast news/conversation results. System WER (%)BN BC Avg. ... Sinha, and S.E. Tranter, “Progress in the CU-HTK Broadcast News. transcription system,” IEEE Transactions Audio, Speech and Language Processing, 2006.
  19. Abstract for johnson_tr330

    mi.eng.cam.ac.uk/reports/abstracts/johnson_tr330.html
    27 Jul 2020: An illustration of a found-speech task is maintaining an archive of audio, for example, transmitted broadcast news. ... Broadcast News transcription is also complicated by the presence of different audio conditions.
  20. paper.dvi

    mi.eng.cam.ac.uk/~ar527/ragni_is2018a.pdf
    15 Jun 2018: Mrva, R. Sinha, andS. E. Tranter, “Progress in the CU-HTK broadcast news transcrip-tion system,”IEEE TSAP, vol. ... Xiang, S. Abdou, and J. Makhoul, “Re-cent progress in Arabic broadcast news transcription at BBN,” inInterspeech, 2005.
  21. 11 Jan 2008: end. Figure 4: Calculating Decision Tree Divergence. 5. ResultsExperiments were performed on a Broadcast News Arabic task.Each system was trained using 101.8 hours of data and a PLPfrontend. ... Sinha, and S.E. Tranter, “Progress in the CU-HTK
  22. IEEE TRANS. ON SAP, VOL. ?, NO. ??, ????? ...

    mi.eng.cam.ac.uk/research/projects/AGILE/publications/mjfg_ASL.pdf
    23 Feb 2006: II. SEGMENTATION AND CLUSTERING. For Broadcast News transcription, the first stage of pro-cessing is to partition the incoming audio data stream intohomogeneous segments (the segmentation) and to group thesesegments into ... Gales et al.: THE CUED
  23. THE CAMBRIDGE UNIVERSITY SPOKEN DOCUMENT RETRIEVAL SYSTEM S.E.…

    mi.eng.cam.ac.uk/reports/svr-ftp/johnson_icassp99.pdf
    8 Mar 2000: The paper is organised as follows. Firstly an overview ofthe HTK broadcast news transcription system used to generatehigh quality automatic transcriptions is given. ... of broadcast news texts, the LDC-distributed 1995newswire texts, and the
  24. Machine Intelligence Laboratory: Publications

    mi.eng.cam.ac.uk/reports/index-full.html
    17 May 2021: Contact:Title WHO REALLY SPOKE WHEN? FINDING SPEAKER TURNS AND IDENTITIES IN BROADCAST NEWS AUDIO. ... Contact:Title SEGMENTATION AND CLASSIFICATION OF BROADCAST NEWS AUDIO. Abstract: hain_icslp98.
  25. Cluster Voting for Speaker Diarisation S.E.…

    mi.eng.cam.ac.uk/reports/svr-ftp/tranter_tr476.pdf
    13 May 2004: 32.2 The Broadcast News Data for Diarisation. 32.3 Diarisation Scoring. 4. ... This corresponds to adverts in broadcast news shows, or speaker-attributable vocal noises suchas cough, breath, lipsmack, sneeze and laughter.
  26. GENERAL QUERY EXPANSION TECHNIQUESFOR SPOKEN DOCUMENT RETRIEVAL…

    mi.eng.cam.ac.uk/reports/svr-ftp/jourlin_esca99.pdf
    10 Apr 2000: different sets ofautomatically transcribed broadcast news texts with aWER varying from24.8% to 66.2%. ... For this evaluation, the audio documentscame from American broadcast radio and TV newsprograms which had been manually divided into isseparate news
  27. SPOKEN DOCUMENT RETRIEVAL FOR TREC-8 AT CAMBRIDGE UNIVERSITY S.E. ...

    mi.eng.cam.ac.uk/reports/svr-ftp/johnson_trec8.pdf
    10 Apr 2000: The 500hours of broadcast news audio was filtered using an automaticscheme for detecting commercials, and then transcribed using a2-pass HTK speech recogniser which ran at 13 times real time.The ... The first,story-known (SK) SDR, is similar to the
  28. paper.2col.dvi

    mi.eng.cam.ac.uk/~mjfg/kai_ASP09.pdf
    2 Mar 2009: However, inmany applications, such as broadcast news transcription orconversational telephone speech, there is no transcriptionavailable for the test data. ... Then lineartransforms are estimated given the audio and these automat-ically generated
  29. 30 May 2007: Thishas allowed large vocabulary continuous speech recognition(LVCSR) tasks, such as Broadcast News transcription [1],to be addressed. ... Sinha,. and S.E. Tranter, “Progress in the CU-HTK Broadcast News tran-scription system,” IEEE Transactions Audio
  30. The 1997 HTK Broadcast News Transcription System

    mi.eng.cam.ac.uk/reports/full_html/woodland_darpa98.html/
    1 Mar 2000: 41-48 (Lansdowne,VA, Feb. 1998). The 1997 HTK BROADCAST NEWS TRANSCRIPTION SYSTEM. ... using the broadcast news training texts, the acoustic training data and 1995 Marketplace transcriptions.
  31. Reducing Word Error Rates of Found Speech -XPERT Tool ...

    mi.eng.cam.ac.uk/reports/svr-ftp/johnson_tr330.pdf
    10 Apr 2000: A Focus Conditions for Broadcast News 21. B Files Required for Processing 21B.1 SPH Files. ... Broadcast News transcription is also complicated by the presence of different audio conditions.
  32. CONFIDENCE ESTIMATION AND DELETION PREDICTION USINGBIDIRECTIONAL…

    mi.eng.cam.ac.uk/~mjfg/ALTA/publications/SLT2018_ragni.pdf
    31 Aug 2019: As there is only general knowl-edge of the Material wide-band data domain composition (news andtopical broadcast) a guess had to be made which of many possibleSwahili wide-band audio ... 28] J. Ma and S. Matsoukas, “Unsupervised training on a
  33. 22 Nov 2006: II. SEGMENTATION AND CLUSTERING. For Broadcast News transcription, the first stage of pro-cessing is to partition the incoming audio data stream intohomogeneous segments (the segmentation) and to group thesesegments into ... Gales et al.: PROGRESS IN THE
  34. SSVM_LVCSR.dvi

    mi.eng.cam.ac.uk/~mjfg/sxz_TASLP12.pdf
    19 Oct 2012: 1. Structured SVMs for Automatic Speech RecognitionShi-Xiong Zhang,Student Member, IEEEand M. J. F. Gales,Fellow, IEEE. Abstract—Combining generative and discriminative modelsoffers a flexible sequence classification framework. This paper
  35. 22 Feb 2007: Broadcast News (BN)– Single audio stream with many talkers, styles, noise conditions, bandwiths– Much of it prepared speech from anchor speakers but some conversational– Need to segment for normalisation/adaptation– For ... English Broadcast News
  36. Abstract for johnson_trec8

    mi.eng.cam.ac.uk/reports/abstracts/johnson_trec8.html
    27 Jul 2020: The 500 hours of broadcast news audio was filtered using an automatic scheme for detecting commercials, and then transcribed using a 2-pass HTK speech recogniser which ran at 13 times
  37. WHO REALLY SPOKE WHEN?FINDING SPEAKER TURNS AND IDENTITIES IN ...

    mi.eng.cam.ac.uk/reports/full_html/tranter_icassp06.html/paper.pdf
    9 Dec 2006: WHO REALLY SPOKE WHEN?FINDING SPEAKER TURNS AND IDENTITIES IN BROADCAST NEWS AUDIO. ... F. Gales, D. Mrva,K. C. Sim, and P. C. Woodland, “Development of the CU-HTK2004 Broadcast News Transcription Systems,” in Proc.
  38. sig-004.dvi

    mi.eng.cam.ac.uk/~sjy/papers/gayo07.pdf
    20 Feb 2018: The reviewconcludes with a case study of LVCSR for Broadcast News andConversation transcription in order to illustrate the techniquesdescribed. ... Much of this development was driven by a series of DARPAand NSA programmes [188] which set ever more
  39. SPOKEN DOCUMENT RETRIEVAL FOR TREC-7 AT CAMBRIDGE UNIVERSITY S.E. ...

    mi.eng.cam.ac.uk/reports/svr-ftp/johnson_trec7.pdf
    8 Mar 2000: For the TREC-7 SDR track, audio from American broadcast radioand TV news programs is presented along with a list of manually-generated document-boundaries. ... Proc. DARPA Broadcast News Transcrip-tion and Understanding Workshop, pp. 133-137, Feb. 1998.
  40. sig-004.dvi

    mi.eng.cam.ac.uk/~mjfg/mjfg_NOW.pdf
    19 Mar 2008: The reviewconcludes with a case study of LVCSR for Broadcast News andConversation transcription in order to illustrate the techniquesdescribed. ... Much of this development was driven by a series of DARPAand NSA programmes [188] which set ever more
  41. tech.dvi

    mi.eng.cam.ac.uk/~mjfg/liao_tr552.pdf
    21 Sep 2007: trained on multistyle data sets such as broadcast news or conversational telephone speech. ... large vocabulary Broadcast News corpus of collected broadcast recordings. 1 Introduction.
  42. IMPROVING BROADCAST NEWS TRANSCRIPTION BY LIGHTLY…

    mi.eng.cam.ac.uk/reports/svr-ftp/chan_icassp2004.pdf
    27 May 2004: IMPROVING BROADCAST NEWS TRANSCRIPTION BY LIGHTLY SUPERVISEDDISCRIMINATIVE TRAINING. H.Y. Chan & P.C. ... broadcast news data (TDT4 corpus) that were carefully chosen byclosed-caption filtering [3] [7].
  43. 17 Sep 2008: 1208.2.4 Combined Systems. 122. 8.3 Summary. 124. 9 Experimental Results on Recorded Noisy Speech 1259.1 Broadcast News Transcription. ... as Broadcast News and Toshiba Research Europe’s internal collection of in-carspeech data.
  44. Department of Engineering 1 Generative Kernels and Score-Spaces…

    mi.eng.cam.ac.uk/~mjfg/Kernel/rcv25_2015_y3.pdf
    1 Jun 2015: e part of the distribution related to the acoustic model then factorises over the seg-ments of the audio, i.e. ... is is exploitedby Ragni and Gales (2012) to eciently produce likelihoods for all segments of audio.
  45. Abstract for johnson_trec7

    mi.eng.cam.ac.uk/reports/abstracts/johnson_trec7.html
    27 Jul 2020: The broadcast news audio was transcribed using a 2-pass gender-dependent HTK speech recogniser which ran at 50 times real time and gave an overall word error rate of
  46. An Investigation into the Interactions betweenSpeaker Diarisation…

    mi.eng.cam.ac.uk/reports/svr-ftp/tranter_tr464.pdf
    9 Oct 2003: telephone speech (CTS) and both CUED and MIT-LL for broadcast news (BN). ... It uses a direct search of the audio,as described in (Johnson and Woodland 2000) to find exact matches which represent re-broadcast (pre-recorded) portions of the news shows.
  47. 27 Oct 2015: Broadcast news transcription (BN) [33, 77] and conversational telephone speech (CTS) [88]. ... detect the beginning and the end of speech events; in a broadcast news transcription system,.
  48. 11 Jul 2017: 155A.2 Multi-Genre Broadcast Task. 156A.3 Wall Street Journal Read Speech. 157A.4 Aurora-4 Multi-Condition Read Speech. ... MGB Multi-genre broadcast. MLLR Maximum likelihood linear regression. xviii Nomenclature. ML Maximum likelihood.
  49. werhist-main.2.eps

    mi.eng.cam.ac.uk/~mjfg/thesis_ckr21.pdf
    10 Jun 2010: medical transcription, information retrieval, dialogue systems, audio indexing and speech-to-. speech translation [73]. ... data, such as broadcast news and telephone speech recordings. Such found data often has.
  50. 9 Jul 2008: 7.4 Summary. 92. 8 Experimental Setup 94. 8.1 Broadcast News Training and Decoding. ... 13110.2.6 MBRL on Broadcast News Mandarin. 131. 10.3 Addressing Alignment Issues.
  51. 2 Apr 2014: 106, 263]. One approach is to learn an indirect mapping from the audio to the. ... the audio to the text, for instance, using a direct model of posterior probability,.

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