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Retrieve images having a region similar to what is highlighted in the query with VFS

Retrieve images having a region similar to what is highlighted in the query with VFS


Interactive Visual Feature Search

arXiv paper abstract https://arxiv.org/abs/2211.15060



... Interactive visualizations can provide more rich insights and allow users to more easily explore a model's behavior; however, they are typically not easily reusable and are specific to a particular model.


... introduce Visual Feature Search, a novel interactive visualization that is generalizable to any CNN and can easily be incorporated into a researcher's workflow.


... tool allows a user to highlight an image region and search for images from a given dataset with the most similar CNN features.


It supports searching through large image datasets with an efficient cache-based search implementation.


... tool elucidates different aspects of model behavior by performing experiments on supervised, self-supervised, and human-edited CNNs.


... also release a portable Python library and several IPython notebooks to enable researchers to easily use ... tool in their own experiments ...



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