Automatic Speech Recognition
Transformers
Safetensors
English
whisper
african-accented-english
clinical-asr
afrispeech
Eval Results (legacy)
Instructions to use Professor/whisper-small-afrispeech with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Professor/whisper-small-afrispeech with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("automatic-speech-recognition", model="Professor/whisper-small-afrispeech")# Load model directly from transformers import AutoProcessor, AutoModelForSpeechSeq2Seq processor = AutoProcessor.from_pretrained("Professor/whisper-small-afrispeech") model = AutoModelForSpeechSeq2Seq.from_pretrained("Professor/whisper-small-afrispeech", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| group_type,group,wer,n | |
| overall,all,22.94390064203768,6178 | |
| domain,clinical,29.843546562506667,3508 | |
| domain,general,16.231649328266784,2670 | |
| accent,afemai,31.51862464183381,17 | |
| accent,afo,25.096525096525095,26 | |
| accent,afrikaans,11.71259842519685,54 | |
| accent,agatu,61.554192229038854,55 | |
| accent,akan (fante),23.68972746331237,32 | |
| accent,akan,15.130023640661939,26 | |
| accent,alago,17.884405670665213,51 | |
| accent,anaang,30.263157894736842,136 | |
| accent,angas,39.82002249718785,64 | |
| accent,bagi,40.92409240924093,19 | |
| accent,bajju,18.606701940035272,72 | |
| accent,bassa-nge/nupe,30.555555555555557,19 | |
| accent,bassa,29.518072289156628,47 | |
| accent,bekwarra,17.894736842105264,53 | |
| accent,benin,15.089514066496163,21 | |
| accent,berom,26.827012025901944,80 | |
| accent,bette,54.83870967741935,3 | |
| accent,bini,51.024811218985974,93 | |
| accent,brass,9.447236180904522,61 | |
| accent,delta,22.375397667020145,49 | |
| accent,ebiobo,15.11111111111111,25 | |
| accent,ebira,23.868312757201647,45 | |
| accent,edo,16.81159420289855,18 | |
| accent,efik,57.798165137614674,25 | |
| accent,eggon,13.590671491757137,134 | |
| accent,ekene,21.816386969397826,65 | |
| accent,eket,33.0,27 | |
| accent,ekpeye,26.67844522968198,78 | |
| accent,eleme,30.321592649310876,46 | |
| accent,english,25.103448275862068,92 | |
| accent,epie,23.86634844868735,55 | |
| accent,esan,9.25925925925926,14 | |
| accent,estako,48.507462686567166,15 | |
| accent,etche,22.997416020671835,48 | |
| accent,etsako,37.24137931034483,23 | |
| accent,fulani,35.413153456998316,54 | |
| accent,gbagyi,28.188775510204085,48 | |
| accent,gerawa,48.4304932735426,10 | |
| accent,hausa/fulani,47.89915966386555,10 | |
| accent,hausa,26.799687010954614,194 | |
| accent,ibani,35.57692307692308,42 | |
| accent,ibibio,19.63562753036437,57 | |
| accent,idah,47.67726161369193,33 | |
| accent,idoma,28.31858407079646,60 | |
| accent,igala,44.5945945945946,12 | |
| accent,igarra,38.59111791730474,52 | |
| accent,igbo and yoruba,13.333333333333334,41 | |
| accent,igbo,20.20492539996405,352 | |
| accent,ijaw(nembe),35.9724612736661,51 | |
| accent,ijaw,24.41634241245136,80 | |
| accent,ika,15.151515151515152,43 | |
| accent,ikulu,36.61971830985916,60 | |
| accent,ikwere,12.054507337526205,49 | |
| accent,ishan,41.883116883116884,23 | |
| accent,isindebele,10.843373493975903,10 | |
| accent,isixhosa,11.702127659574469,18 | |
| accent,isizulu,17.77642028100183,100 | |
| accent,isoko,16.149068322981368,19 | |
| accent,itsekiri,21.236872812135356,54 | |
| accent,izon,23.589743589743588,21 | |
| accent,jaba,32.90978398983482,64 | |
| accent,jukun,12.060301507537687,44 | |
| accent,kalabari,33.99503722084367,41 | |
| accent,kanuri,37.11229946524064,55 | |
| accent,khana,47.5,50 | |
| accent,kikuyu,14.888888888888888,27 | |
| accent,kinyarwanda,23.41269841269841,15 | |
| accent,kiswahili,15.384615384615385,16 | |
| accent,kubi,22.3201174743025,44 | |
| accent,luganda,21.196581196581196,44 | |
| accent,luhya,23.40585146286572,82 | |
| accent,luo,9.923664122137405,15 | |
| accent,mada,33.35358444714459,101 | |
| accent,meru,16.19047619047619,10 | |
| accent,mwaghavul,58.05763073639274,76 | |
| accent,nembe,23.39622641509434,16 | |
| accent,ngas,21.19402985074627,18 | |
| accent,nupe,13.953488372093023,11 | |
| accent,nyandang,42.43421052631579,25 | |
| accent,obolo,18.993135011441648,37 | |
| accent,ogbia,37.755102040816325,42 | |
| accent,ogoni,30.18867924528302,24 | |
| accent,okirika,8.239700374531834,52 | |
| accent,oklo,21.052631578947366,54 | |
| accent,okrika,34.31372549019608,10 | |
| accent,pidgin,17.83166904422254,45 | |
| accent,sepedi,25.830258302583026,18 | |
| accent,sesotho,24.463519313304722,16 | |
| accent,setswana,16.701902748414376,97 | |
| accent,shona,12.650602409638553,11 | |
| accent,siswati,13.91304347826087,8 | |
| accent,sotho,12.260536398467432,18 | |
| accent,south african english,20.43010752688172,5 | |
| accent,swahili,15.748563703954039,519 | |
| accent,tiv,17.51824817518248,13 | |
| accent,tshivenda,11.188811188811188,18 | |
| accent,tswana,15.472779369627506,41 | |
| accent,twi,11.91588785046729,57 | |
| accent,ukwuani,21.045454545454547,129 | |
| accent,urhobo,17.431192660550458,21 | |
| accent,urobo,28.345498783454985,42 | |
| accent,venda and xitsonga,15.021459227467812,14 | |
| accent,venda,14.285714285714285,1 | |
| accent,xhosa,19.365079365079367,21 | |
| accent,yala mbembe,19.66873706004141,29 | |
| accent,"yoruba, hausa",15.55104800540906,88 | |
| accent,yoruba,21.849234393404004,641 | |
| accent,zulu,18.148951554591466,172 | |