Evaluation Metrics for DNNs Compression

no code implementations • 18 May 2023 • Abanoub Ghobrial, Samuel Budgett, Dieter Balemans, Hamid Asgari, Phil Reiter, Kerstin Eder

There is a lot of ongoing research effort into developing different techniques for neural networks compression.

Neural Network Compression Object +2

A Trustworthiness Score to Evaluate DNN Predictions

1 code implementation • 21 Jan 2023 • Abanoub Ghobrial, Darryl Hond, Hamid Asgari, Kerstin Eder

Due to the black box nature of deep neural networks (DNN), the continuous validation of DNN during operation is challenging with the absence of a human monitor.

DIRA: Dynamic Domain Incremental Regularised Adaptation

1 code implementation • 30 Apr 2022 • Abanoub Ghobrial, Xuan Zheng, Darryl Hond, Hamid Asgari, Kerstin Eder

We show that DIRA improves on the problem of forgetting and achieves strong gains in performance when retraining using a few samples from the target domain.

Domain Adaptation Image Classification