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- W4360889888 abstract "Out-of-distribution detection is a common issue in deploying vision models in practice and solving it is an essential building block in safety critical applications. Most of the existing OOD detection solutions focus on improving the OOD robustness of a classification model trained exclusively on in-distribution (ID) data. In this work, we take a different approach and propose to leverage generic pre-trained representation. We propose a novel OOD method, called GROOD, that formulates the OOD detection as a Neyman-Pearson task with well calibrated scores and which achieves excellent performance, predicated by the use of a good generic representation. Only a trivial training process is required for adapting GROOD to a particular problem. The method is simple, general, efficient, calibrated and with only a few hyper-parameters. The method achieves state-of-the-art performance on a number of OOD benchmarks, reaching near perfect performance on several of them. The source code is available at https://github.com/vojirt/GROOD." @default.
- W4360889888 created "2023-03-25" @default.
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- W4360889888 date "2023-03-23" @default.
- W4360889888 modified "2023-10-18" @default.
- W4360889888 title "Calibrated Out-of-Distribution Detection with a Generic Representation" @default.
- W4360889888 doi "https://doi.org/10.48550/arxiv.2303.13148" @default.
- W4360889888 hasPublicationYear "2023" @default.
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