Radosław Słowiński - Publications - Bridge of Knowledge

Radosław Słowiński

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training , adaptation models , uncertainty , image color analysis , semantics , estimation , predictive models

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Year 2021

Closer Look at the Uncertainty Estimation in Semantic Segmentation under Distributional Shift
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- Year 2021
While recent computer vision algorithms achieve impressive performance on many benchmarks, they lack robustness - presented with an image from a different distribution, (e.g. weather or lighting conditions not considered during training), they may produce an erroneous prediction. Therefore, it is desired that such a model will be able to reliably predict its confidence measure. In this work, uncertainty estimation for the task...

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