Fig. 1. With DendroMap, users can explore large-scale image datasets by overviewing the overall distributions and zooming down into hierarchies of image groups at multiple levels of abstraction. In this example, we visualize images of the CIFAR-100 dataset by hierarchically clustering the image representations obtained from a ResNet50 image classification model. (B) DendroMap View displays these clusters of images organized as a hierarchical structure by adapting Treemaps. By clicking on a cluster, a user can interactively (C) Zoom into that image group, revealing subgroups that replace and fill the available space with animation (see the submitted video).The user clicked on a cluster for organism images, which creates distinct subgroups of fish, insects, worms, fruits, and flowers. With (A) Sidebar View, the user can dynamically adjust the number of clusters to be displayed and inspect the class-level statistics.
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.