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Cluster analysis or clustering is the task of grouping a set of objects in such a way that objects in the same group (called a cluster) are more similar (in some sense or another) to each other than to those in other groups (clusters). It is a main task of exploratory data mining, and a common technique for statistical data analysis, used in many fields, including machine learning, pattern recognition, image analysis, information retrieval etc.

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I am looking for general image-based clustering methods

If you are getting acceptable clustering results using generic VGG features (trained on ImageNet) on your specific task, then you have the best chance that it would work on a wide variety of images. …
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