30 citations · 66 across the 7 of their papers we have counts for
4 papers · 1 filter
DIRA-SS:Dynamic Domain Incremental Regularised Adaptation -- Self-Supervised
Abanoub Ghobrial, Kerstin Eder
Autonomous systems (AS) often rely on Deep Neural Network (DNN) classifiers to operate in complex and dynamically changing environments. However, during operation, these classifier…
Evaluation Metrics for DNNs Compression
Abanoub Ghobrial, Samuel Budgett, Dieter Balemans +3
There is a lot of ongoing research effort into developing different techniques for neural networks compression. However, the community lacks standardised evaluation metrics, which…
A Trustworthiness Score to Evaluate DNN Predictions
Abanoub Ghobrial, Darryl Hond, Hamid Asgari +1
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. As a result this ma…
DIRA: Dynamic Domain Incremental Regularised Adaptation
Abanoub Ghobrial, Xuan Zheng, Darryl Hond +2
Autonomous systems (AS) often use Deep Neural Network (DNN) classifiers to allow them to operate in complex, high-dimensional, non-linear, and dynamically changing environments. Du…