Calibrating Deep Neural Networks using Explicit Regularisation and Dynamic Data Pruning

no code implementations • 20 Dec 2022 • Ramya Hebbalaguppe, Rishabh Patra, Tirtharaj Dash, Gautam Shroff, Lovekesh Vig

Contemporary model calibration techniques mitigate the problem of overconfident predictions by pushing down the confidence of the winning class while increasing the confidence of the remaining classes across all test samples.

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