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
arXiv PDF paper https://arxiv.org/pdf/2211.15060.pdf
GitHub https://github.com/lookingglasslab/VisualFeatureSearch
… 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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