How do deep clustering methods like DeepCluster work?

DeepCluster alternates between clustering embeddings and training a neural network.

DeepCluster uses a CNN to extract features, applies KMeans clustering to assign pseudo-labels, and then trains the CNN using those labels. This iterative loop improves feature representations over time without ground truth labels.