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Correcting an image classifier prediction by using a single image

Correcting an image classifier prediction by using a single image


Editing a classifier by rewriting its prediction rules

arXiv paper abstract https://arxiv.org/abs/2112.01008



... a general toolkit for performing targeted post hoc modifications to vision classifiers.


... instead of specifying the desired behavior implicitly via the training data


... method allows users to directly edit the model's prediction rules.


... makes it easier for users to encode their prior knowledge and preferences during the model debugging process.


... edits do not require any additional data collection: they can be guided by as few as a single (synthetically-created) exemplar. ...



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