Datasets

MNIST

  • 70,000 hand-drawn characters from US mail
  • 28x28 images
  • 10 classes (0 through 9)
  • Achieved 99.83%
    • Ciresan et al. 2011

CIFAR-10

  • 60,000 colour images
  • 32x32 images
  • 10 classes
    • Airplane
    • Automobile
    • Bird
    • Cat
    • Deer
    • Dog
    • Frog
    • Horse
    • Ship
    • Truck
  • Achieved 90.7%
    • Wan et al. 2013

ImageNet

  • 14 million images
  • In at least one million of the images, bounding boxes are also provided
  • More than 20,000 categories