Datasets:
metadata
dataset_info:
features:
- name: audio
dtype:
audio:
sampling_rate: 16000
- name: speaker_id
dtype: string
- name: label
dtype:
class_label:
names:
'0': '100'
'1': '1001'
'2': '1006'
'3': '101'
'4': '1012'
'5': '1018'
'6': '102'
'7': '1025'
'8': '1027'
'9': '1028'
'10': '103'
'11': '1031'
'12': '1034'
'13': '104'
'14': '1040'
'15': '1046'
'16': '1049'
'17': '1050'
'18': '1051'
'19': '1052'
'20': '1053'
'21': '1054'
'22': '1058'
'23': '1060'
'24': '1061'
'25': '1065'
'26': '1066'
'27': '1069'
'28': '107'
'29': '1079'
'30': '1081'
'31': '1084'
'32': '1085'
'33': '1088'
'34': '1089'
'35': '1092'
'36': '1093'
'37': '1094'
'38': '1096'
'39': '1097'
'40': '1098'
'41': '110'
'42': '1100'
'43': '1107'
'44': '111'
'45': '1110'
'46': '1112'
'47': '1116'
'48': '112'
'49': '1121'
'50': '1124'
'51': '1132'
'52': '114'
'53': '115'
'54': '1152'
'55': '1154'
'56': '116'
'57': '1160'
'58': '1161'
'59': '1165'
'60': '1166'
'61': '1168'
'62': '1171'
'63': '1175'
'64': '1179'
'65': '118'
'66': '1182'
'67': '1183'
'68': '1184'
'69': '1187'
'70': '1188'
'71': '119'
'72': '1195'
'73': '1200'
'74': '121'
'75': '1212'
'76': '122'
'77': '1221'
'78': '1222'
'79': '1224'
'80': '1225'
'81': '1226'
'82': '123'
'83': '1230'
'84': '1235'
'85': '1239'
'86': '1241'
'87': '1246'
'88': '125'
'89': '1250'
'90': '1252'
'91': '1255'
'92': '1258'
'93': '1259'
'94': '126'
'95': '1260'
'96': '1261'
'97': '1263'
'98': '1264'
'99': '1265'
'100': '1266'
'101': '127'
'102': '1271'
'103': '1272'
'104': '1274'
'105': '128'
'106': '1280'
'107': '1283'
'108': '1284'
'109': '1289'
'110': '1290'
'111': '1291'
'112': '1296'
'113': '1298'
'114': '1311'
'115': '1313'
'116': '1316'
'117': '1320'
'118': '1322'
'119': '1323'
'120': '133'
'121': '1331'
'122': '1334'
'123': '1335'
'124': '1336'
'125': '1337'
'126': '1341'
'127': '1342'
'128': '1343'
'129': '1347'
'130': '1348'
'131': '1349'
'132': '1353'
'133': '1355'
'134': '1363'
'135': '1365'
'136': '1367'
'137': '1370'
'138': '1373'
'139': '1374'
'140': '1379'
'141': '1382'
'142': '1383'
'143': '1384'
'144': '1387'
'145': '1390'
'146': '1392'
'147': '14'
'148': '1401'
'149': '1403'
'150': '1413'
'151': '1414'
'152': '1417'
'153': '1421'
'154': '1422'
'155': '1425'
'156': '1430'
'157': '1444'
'158': '1445'
'159': '1446'
'160': '1447'
'161': '1448'
'162': '1455'
'163': '1456'
'164': '1460'
'165': '1462'
'166': '1463'
'167': '1469'
'168': '147'
'169': '1472'
'170': '1473'
'171': '1474'
'172': '1482'
'173': '1485'
'174': '1487'
'175': '149'
'176': '1492'
'177': '1494'
'178': '1495'
'179': '1498'
'180': '150'
'181': '1502'
'182': '1505'
'183': '1509'
'184': '151'
'185': '1513'
'186': '152'
'187': '153'
'188': '1535'
'189': '1536'
'190': '154'
'191': '1544'
'192': '1545'
'193': '1547'
'194': '1552'
'195': '1553'
'196': '1556'
'197': '1559'
'198': '1563'
'199': '1564'
'200': '1566'
'201': '1569'
'202': '157'
'203': '1571'
'204': '1572'
'205': '1578'
'206': '1579'
'207': '1580'
'208': '1585'
'209': '159'
'210': '1593'
'211': '1594'
'212': '1595'
'213': '16'
'214': '1601'
'215': '1603'
'216': '1607'
'217': '161'
'218': '1614'
'219': '1618'
'220': '1621'
'221': '1624'
'222': '1629'
'223': '163'
'224': '1630'
'225': '1633'
'226': '1634'
'227': '1636'
'228': '1638'
'229': '1639'
'230': '1641'
'231': '1643'
'232': '1645'
'233': '1646'
'234': '1647'
'235': '1648'
'236': '1649'
'237': '1650'
'238': '1651'
'239': '1653'
'240': '166'
'241': '1664'
'242': '1665'
'243': '1668'
'244': '167'
'245': '1673'
'246': '1674'
'247': '1678'
'248': '1679'
'249': '168'
'250': '1680'
'251': '1681'
'252': '1685'
'253': '1686'
'254': '1688'
'255': '1690'
'256': '1691'
'257': '1693'
'258': '1695'
'259': '1696'
'260': '1699'
'261': '17'
'262': '1701'
'263': '1704'
'264': '1705'
'265': '1708'
'266': '1710'
'267': '1714'
'268': '1715'
'269': '1717'
'270': '1721'
'271': '1723'
'272': '1724'
'273': '1726'
'274': '173'
'275': '1731'
'276': '1733'
'277': '1734'
'278': '1736'
'279': '1737'
'280': '174'
'281': '1740'
'282': '1743'
'283': '1746'
'284': '1748'
'285': '175'
'286': '1750'
'287': '1752'
'288': '1754'
'289': '1756'
'290': '1757'
'291': '176'
'292': '1760'
'293': '1765'
'294': '1767'
'295': '1769'
'296': '177'
'297': '1772'
'298': '1773'
'299': '1776'
'300': '1777'
'301': '1779'
'302': '1780'
'303': '1784'
'304': '1789'
'305': '1795'
'306': '1800'
'307': '1801'
'308': '1804'
'309': '1806'
'310': '1809'
'311': '1811'
'312': '1813'
'313': '1815'
'314': '1819'
'315': '1825'
'316': '1826'
'317': '1827'
'318': '1828'
'319': '1841'
'320': '1844'
'321': '1845'
'322': '1846'
'323': '1849'
'324': '1851'
'325': '1859'
'326': '1863'
'327': '1867'
'328': '1868'
'329': '1870'
'330': '1874'
'331': '1878'
'332': '188'
'333': '1885'
'334': '1898'
'335': '19'
'336': '1901'
'337': '1903'
'338': '1913'
'339': '1914'
'340': '1919'
'341': '192'
'342': '1920'
'343': '1923'
'344': '1924'
'345': '1926'
'346': '1931'
'347': '1933'
'348': '1938'
'349': '1943'
'350': '1944'
'351': '1958'
'352': '196'
'353': '1961'
'354': '1963'
'355': '1968'
'356': '1970'
'357': '1974'
'358': '1977'
'359': '198'
'360': '1985'
'361': '1987'
'362': '1988'
'363': '1989'
'364': '199'
'365': '1992'
'366': '1993'
'367': '1995'
'368': '1998'
'369': '20'
'370': '200'
'371': '2001'
'372': '2002'
'373': '2003'
'374': '2004'
'375': '2007'
'376': '201'
'377': '2010'
'378': '2012'
'379': '2013'
'380': '202'
'381': '2021'
'382': '2026'
'383': '203'
'384': '2033'
'385': '2035'
'386': '2039'
'387': '204'
'388': '2042'
'389': '2045'
'390': '2046'
'391': '205'
'392': '2050'
'393': '2051'
'394': '2053'
'395': '2056'
'396': '2060'
'397': '2061'
'398': '2062'
'399': '2063'
'400': '2067'
'401': '2068'
'402': '207'
'403': '2074'
'404': '2078'
'405': '208'
'406': '2085'
'407': '2086'
'408': '2089'
'409': '209'
'410': '2090'
'411': '2092'
'412': '2093'
'413': '2094'
'414': '2096'
'415': '210'
'416': '2100'
'417': '2104'
'418': '211'
'419': '2110'
'420': '2113'
'421': '2122'
'422': '2127'
'423': '2133'
'424': '2136'
'425': '2137'
'426': '2140'
'427': '2143'
'428': '2146'
'429': '2148'
'430': '2149'
'431': '215'
'432': '2152'
'433': '2156'
'434': '2159'
'435': '216'
'436': '2162'
'437': '2167'
'438': '217'
'439': '218'
'440': '2182'
'441': '2185'
'442': '2194'
'443': '2195'
'444': '2196'
'445': '2198'
'446': '22'
'447': '2201'
'448': '2204'
'449': '2208'
'450': '2229'
'451': '2230'
'452': '2234'
'453': '2237'
'454': '2238'
'455': '224'
'456': '2240'
'457': '2246'
'458': '225'
'459': '2254'
'460': '2256'
'461': '226'
'462': '2262'
'463': '2269'
'464': '227'
'465': '2270'
'466': '2272'
'467': '2273'
'468': '2275'
'469': '2276'
'470': '2277'
'471': '2279'
'472': '228'
'473': '2284'
'474': '2285'
'475': '2288'
'476': '2289'
'477': '229'
'478': '2292'
'479': '2294'
'480': '2297'
'481': '2299'
'482': '23'
'483': '2300'
'484': '2301'
'485': '2309'
'486': '231'
'487': '2312'
'488': '2319'
'489': '233'
'490': '2334'
'491': '2339'
'492': '2341'
'493': '2346'
'494': '2348'
'495': '2351'
'496': '2356'
'497': '2361'
'498': '2364'
'499': '2368'
'500': '237'
'501': '2374'
'502': '238'
'503': '2380'
'504': '2384'
'505': '2388'
'506': '2391'
'507': '2393'
'508': '2397'
'509': '240'
'510': '2401'
'511': '2404'
'512': '2405'
'513': '2407'
'514': '2411'
'515': '2412'
'516': '2414'
'517': '2416'
'518': '242'
'519': '2427'
'520': '2428'
'521': '243'
'522': '2436'
'523': '2437'
'524': '2445'
'525': '2448'
'526': '245'
'527': '246'
'528': '2473'
'529': '248'
'530': '2481'
'531': '2485'
'532': '2487'
'533': '2488'
'534': '249'
'535': '2491'
'536': '2494'
'537': '2496'
'538': '2498'
'539': '2499'
'540': '25'
'541': '250'
'542': '2504'
'543': '2506'
'544': '251'
'545': '2512'
'546': '2514'
'547': '2517'
'548': '2518'
'549': '252'
'550': '2522'
'551': '2526'
'552': '253'
'553': '2531'
'554': '2532'
'555': '2533'
'556': '254'
'557': '2541'
'558': '2544'
'559': '2545'
'560': '255'
'561': '2552'
'562': '2553'
'563': '2562'
'564': '2568'
'565': '2570'
'566': '2573'
'567': '2574'
'568': '2577'
'569': '258'
'570': '2581'
'571': '2582'
'572': '2587'
'573': '2588'
'574': '2589'
'575': '2592'
'576': '2598'
'577': '26'
'578': '260'
'579': '2606'
'580': '2607'
'581': '2609'
'582': '2618'
'583': '2624'
'584': '2625'
'585': '2628'
'586': '263'
'587': '2638'
'588': '264'
'589': '265'
'590': '2652'
'591': '2654'
'592': '2660'
'593': '2671'
'594': '2673'
'595': '2674'
'596': '2676'
'597': '2688'
'598': '2691'
'599': '2694'
'600': '2696'
'601': '27'
'602': '2709'
'603': '2712'
'604': '272'
'605': '2724'
'606': '273'
'607': '2730'
'608': '2733'
'609': '2735'
'610': '274'
'611': '2740'
'612': '2741'
'613': '2748'
'614': '2751'
'615': '2754'
'616': '2758'
'617': '2762'
'618': '2764'
'619': '2769'
'620': '277'
'621': '2774'
'622': '2775'
'623': '278'
'624': '2785'
'625': '2787'
'626': '2790'
'627': '2792'
'628': '28'
'629': '2803'
'630': '2812'
'631': '2815'
'632': '2816'
'633': '2817'
'634': '2823'
'635': '2825'
'636': '2827'
'637': '283'
'638': '2830'
'639': '2834'
'640': '2836'
'641': '2843'
'642': '2853'
'643': '2854'
'644': '288'
'645': '2882'
'646': '289'
'647': '2893'
'648': '2895'
'649': '29'
'650': '2902'
'651': '2909'
'652': '2910'
'653': '2911'
'654': '2919'
'655': '2920'
'656': '2925'
'657': '2929'
'658': '2930'
'659': '294'
'660': '2943'
'661': '2946'
'662': '2952'
'663': '296'
'664': '2960'
'665': '2961'
'666': '2967'
'667': '2971'
'668': '2975'
'669': '2979'
'670': '298'
'671': '2985'
'672': '2988'
'673': '2989'
'674': '2990'
'675': '2992'
'676': '2997'
'677': '2998'
'678': '2999'
'679': '30'
'680': '3000'
'681': '3001'
'682': '3003'
'683': '3005'
'684': '3006'
'685': '3008'
'686': '3009'
'687': '302'
'688': '3020'
'689': '3021'
'690': '3025'
'691': '303'
'692': '3032'
'693': '3033'
'694': '3045'
'695': '3046'
'696': '3053'
'697': '3054'
'698': '3060'
'699': '3063'
'700': '307'
'701': '3070'
'702': '3072'
'703': '3079'
'704': '3080'
'705': '3081'
'706': '3082'
'707': '3083'
'708': '3088'
'709': '3090'
'710': '3092'
'711': '3094'
'712': '3097'
'713': '3098'
'714': '31'
'715': '310'
'716': '3100'
'717': '3105'
'718': '3109'
'719': '311'
'720': '3112'
'721': '3114'
'722': '3118'
'723': '3119'
'724': '3125'
'725': '313'
'726': '3132'
'727': '3135'
'728': '3137'
'729': '3138'
'730': '3142'
'731': '3143'
'732': '3144'
'733': '3148'
'734': '3157'
'735': '3168'
'736': '317'
'737': '3170'
'738': '3171'
'739': '3172'
'740': '3179'
'741': '318'
'742': '3180'
'743': '3185'
'744': '3187'
'745': '319'
'746': '3192'
'747': '3196'
'748': '32'
'749': '3214'
'750': '3215'
'751': '322'
'752': '3221'
'753': '3224'
'754': '3227'
'755': '3228'
'756': '323'
'757': '3230'
'758': '3235'
'759': '3238'
'760': '3240'
'761': '3242'
'762': '3244'
'763': '3245'
'764': '3257'
'765': '3258'
'766': '3259'
'767': '3261'
'768': '3268'
'769': '3271'
'770': '3272'
'771': '3274'
'772': '328'
'773': '3285'
'774': '3288'
'775': '3289'
'776': '329'
'777': '3290'
'778': '3294'
'779': '3307'
'780': '331'
'781': '3314'
'782': '3318'
'783': '3319'
'784': '332'
'785': '3328'
'786': '3330'
'787': '3331'
'788': '3334'
'789': '3340'
'790': '3346'
'791': '3347'
'792': '335'
'793': '3356'
'794': '3357'
'795': '336'
'796': '3361'
'797': '3368'
'798': '337'
'799': '3370'
'800': '3373'
'801': '3374'
'802': '3379'
'803': '3380'
'804': '3381'
'805': '3389'
'806': '339'
'807': '3394'
'808': '340'
'809': '3400'
'810': '3409'
'811': '3411'
'812': '3417'
'813': '3433'
'814': '3436'
'815': '3440'
'816': '3446'
'817': '3448'
'818': '345'
'819': '3465'
'820': '3467'
'821': '3470'
'822': '3479'
'823': '348'
'824': '3482'
'825': '3483'
'826': '3486'
'827': '3488'
'828': '3490'
'829': '3493'
'830': '3500'
'831': '3503'
'832': '3513'
'833': '3521'
'834': '3526'
'835': '3528'
'836': '353'
'837': '3536'
'838': '3537'
'839': '3538'
'840': '3540'
'841': '3541'
'842': '3546'
'843': '3547'
'844': '3549'
'845': '3551'
'846': '3553'
'847': '3554'
'848': '3557'
'849': '3559'
'850': '3564'
'851': '3567'
'852': '3570'
'853': '3571'
'854': '3575'
'855': '3576'
'856': '3584'
'857': '3587'
'858': '3588'
'859': '359'
'860': '3592'
'861': '3595'
'862': '3598'
'863': '36'
'864': '3606'
'865': '3607'
'866': '3615'
'867': '3618'
'868': '362'
'869': '3630'
'870': '3638'
'871': '3641'
'872': '3645'
'873': '3647'
'874': '365'
'875': '3650'
'876': '3654'
'877': '3656'
'878': '3657'
'879': '366'
'880': '3660'
'881': '3663'
'882': '3664'
'883': '3665'
'884': '367'
'885': '3675'
'886': '3679'
'887': '3681'
'888': '3686'
'889': '369'
'890': '3691'
'891': '3698'
'892': '3699'
'893': '37'
'894': '3703'
'895': '3717'
'896': '3723'
'897': '3728'
'898': '3729'
'899': '373'
'900': '3733'
'901': '3738'
'902': '374'
'903': '3744'
'904': '3747'
'905': '3752'
'906': '3757'
'907': '3764'
'908': '377'
'909': '3779'
'910': '3780'
'911': '3781'
'912': '3783'
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splits:
- name: train
num_bytes: 1183811374.891
num_examples: 14481
- name: test
num_bytes: 1456513851.552
num_examples: 7452
download_size: 2639349234
dataset_size: 2640325226.443
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
- split: test
path: data/test-*
task_categories:
- audio-classification
tags:
- audio
- multiclass
- speaker
- speech
LibriSpeech Speaker Identification
LibriSpeech is a corpus of approximately 1000 hours of 16kHz read English speech, prepared by Vassil Panayotov with the assistance of Daniel Povey. The data is derived from read audiobooks from the LibriVox project, and has been carefully segmented and aligned.
However, although LibriSpeech is very popular in ASR tasks, we use LibriSpeech database as a speaker identification task. We follow SincNet paper official split for training and evaluation. It has 2484 number of classes (unique speakers) with a total of 21933 (14481 / 7452) samples.
Citation
@misc{ravanelli2019speaker,
title={Speaker Recognition from Raw Waveform with SincNet},
author={Mirco Ravanelli and Yoshua Bengio},
year={2019},
eprint={1808.00158},
archivePrefix={arXiv},
primaryClass={eess.AS}
}
@misc{ravanelli2019speaker,
title={Speaker Recognition from Raw Waveform with SincNet},
author={Mirco Ravanelli and Yoshua Bengio},
year={2019},
eprint={1808.00158},
archivePrefix={arXiv},
primaryClass={eess.AS}
}