Search Results for author: Kai Brach

Found 2 papers, 2 papers with code

Single-shot Bayesian approximation for neural networks

1 code implementation24 Aug 2023 Kai Brach, Beate Sick, Oliver Dürr

We demonstrate that our single-shot MC dropout approximation resembles the point estimate and the uncertainty estimate of the predictive distribution that is achieved with an MC approach, while being fast enough for real-time deployments of BNNs.

Single Shot MC Dropout Approximation

1 code implementation7 Jul 2020 Kai Brach, Beate Sick, Oliver Dürr

We demonstrate that our single shot MC dropout approximation resembles the point estimate and the uncertainty estimate of the predictive distribution that is achieved with an MC approach, while being fast enough for real-time deployments of BDNNs.

Autonomous Driving Object Recognition

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