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Created January 4, 2019 19:05
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Listing of various datasets.
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datasets.md

Datasets

Listing of Data Sets that are free to use under certain circumstances.

Images

  • MNIST 70,000; 28x28x1 images of handwritten digits
  • CIFAR-10 60,000; 32x32 colour images in 10 classes
  • CIFAR-100 60,000; 32x32 colour images in 100 classes
  • STL-10 10 classes. Images are 96x96 pixels, color.
  • ILSVRC Large Scale Visual Recognition Challenge
  • SVHDN Street View House Numbers
  • BelgiumTS Dataset Traffic Signs
  • GTSRB Traffic Signs

Audio

Aligned Data (Multiple Speakers)

Name Lang. S. Rate Format Length Description Infos
TIMIT en 16 kHz float ~5h Aligned sentences and phonemes. Paper
Open Speech Data Corpus for German de 16 kHz int16 ~35h About 180 native speakers.
Open Source Acoustic Models for German Distant Speech Recognition de
CMU ARCTIC en 16 kHz int16 ~14h 18 speaker
Speech Commands Dataset en 16 kHz int16 ~18h Stop, Go, Up, Down, ...
CSTR VCTK Corpus en 48 kHz int16 ~44h 109 speakers
TED-LIUMv1 en 16 kHz int16 ~118h, male: 82h, female: 36h 774 audio talks + transcripts, 666 speakers Paper
TED-LIUMv2 en 16 kHz int16 ~207h, male: 141h, female: 66h 1495 audio talks + transcripts, 1242 speakers Paper
LibriSpeech ASR Corpus en 16 kHz ~1000h 1166 speakers PDF
Mozilla Common Voice Corpus en ~500h ~20k speakers ~400k recordings
Dimex1000 Corpus es

Aligned Data (Single Speaker)

Name Lang. S. Rate Format Length Description Infos
PAVOQUE de 44.1 kHz int16 ~12h 1 speaker
LJ Speech Dataset en 22 kHz in16 ~24h 1 speaker
Nancy en 16 kHz - 96 kHz int16 ~17h Blizzard Challenge 2011 corpus, 1 speaker License
Bayers en Blizzard Challenge 2013 corpus License
Usborne en 44.1 kHz ~6.4h Blizzard Challenge 2017 corpus License

Treebanks

Name Lang. S. Rate Format Length Description Infos
TüBa-D/S de

Other Sounds

Name S. Rate Format Description Infos
Macaulay Library Animal sounds and photos

Miscellaneous

Other Database Listings

Text

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