The Infinite Gaussian Mixture Model (IGMM) extends the Gaussian Mixture Model (GMM) to situations where the number of clusters is unknown, proposing that there can be an infinite number of clusters. This makes it suitable for various clustering applications without the constraints of predefined cluster counts.