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
... 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 ...
Please like and share this post if you enjoyed it using the buttons at the bottom!
Stay up to date. Subscribe to my posts https://morrislee1234.wixsite.com/website/contact
Web site with my other posts by category https://morrislee1234.wixsite.com/website
LinkedIn https://www.linkedin.com/in/morris-lee-47877b7b
#ComputerVision #ImageRetrieval #AINewsClips #AI #ML #ArtificialIntelligence #MachineLearning
Коментарі