Search Results for author: Eduardo Dadalto

Found 2 papers, 2 papers with code

A Functional Data Perspective and Baseline On Multi-Layer Out-of-Distribution Detection

1 code implementation6 Jun 2023 Eduardo Dadalto, Pierre Colombo, Guillaume Staerman, Nathan Noiry, Pablo Piantanida

A key feature of out-of-distribution (OOD) detection is to exploit a trained neural network by extracting statistical patterns and relationships through the multi-layer classifier to detect shifts in the expected input data distribution.

Anomaly Detection Out-of-Distribution Detection +1

A Data-Driven Measure of Relative Uncertainty for Misclassification Detection

1 code implementation2 Jun 2023 Eduardo Dadalto, Marco Romanelli, Georg Pichler, Pablo Piantanida

Misclassification detection is an important problem in machine learning, as it allows for the identification of instances where the model's predictions are unreliable.

Image Classification

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