MNIST is a well known handwritten digits dataset intended for image classification. Currently there are multiple popular dimension reduction and classification algorithms and a comparison has been made between KMeans, PCA, LDA, t-SNE on the MNIST dataset.
Eigenvalues:
Kmeans:
LDA:
PCA:
t-SNE