You are currently viewing 10 Best Datasets for Generative Adversarial Networks (GANs) [2023]

10 Best Datasets for Generative Adversarial Networks (GANs) [2023]

Generative Adversarial Networks (GANs) are a powerful tool in deep learning, allowing for the creation of new and realistic images, audio, and other types of data. These networks have been used for a wide range of applications, including image synthesis, super-resolution, and style transfer. In this article, we will be exploring the 10 best datasets for Generative Adversarial Networks (GANs) in 2023.

Dataset NameType of DataSizeDownload LinkDescription
MNISTHandwritten Digits60,000 Imageshttp://yann.lecun.com/exdb/mnist/The MNIST dataset contains handwritten digits, used for GANs to generate new images of handwritten digits.
CIFAR-10Object Images50,000 Imageshttps://www.cs.toronto.edu/~kriz/cifar.htmlThe CIFAR-10 dataset contains images of objects, used for GANs to generate new images of objects.
CelebACelebrity Images200,000 Imageshttp://mmlab.ie.cuhk.edu.hk/projects/CelebA.htmlThe CelebA dataset contains images of celebrities, used for GANs to generate new images of celebrities.
Fashion MNISTClothing Images60,000 Imageshttps://github.com/zalandoresearch/fashion-mnistThe Fashion MNIST dataset contains images of clothing, used for GANs to generate new images of clothing.
LSUNScene Images10 Million Imageshttps://www.yf.io/p/lsunThe LSUN dataset contains images of scenes, used for GANs to generate new images of scenes.
COCOObject Images330,000 Imageshttp://cocodataset.org/#downloadThe COCO dataset contains images of objects, used for GANs to generate new images of objects.
SVHNStreet View House Numbers600,000 Imageshttp://ufldl.stanford.edu/housenumbers/The SVHN dataset contains images of street view house numbers, used for GANs to generate new images of street view house numbers.
ImageNetObject Images14 Million Imageshttp://image-net.org/The ImageNet dataset contains images of objects, used for GANs to generate new images of objects.
PASCAL VOCObject Images11,530 Imageshttp://host.robots.ox.ac.uk/pascal/VOC/The PASCAL VOC dataset contains images of objects, used for GANs to generate new images of objects.
MS-COCOObject Images330,000 Imageshttp://cocodataset.org/#downloadThe MS-COCO dataset contains images of objects, used for GANs to generate new images of objects.
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