Search Results for author: Mohammed Amer

Found 5 papers, 0 papers with code

Balancing Accuracy and Latency in Multipath Neural Networks

no code implementations25 Apr 2021 Mohammed Amer, Tomás Maul, Iman Yi Liao

In this work, we use a one-shot neural architecture search model to implicitly evaluate the performance of an intractable number of multipath neural networks.

Neural Architecture Search

Reducing Catastrophic Forgetting in Modular Neural Networks by Dynamic Information Balancing

no code implementations10 Dec 2019 Mohammed Amer, Tomás Maul

Lifelong learning is a very important step toward realizing robust autonomous artificial agents.

Continual Learning

Weight Map Layer for Noise and Adversarial Attack Robustness

no code implementations2 May 2019 Mohammed Amer, Tomás Maul

Convolutional neural networks (CNNs) are known for their good performance and generalization in vision-related tasks and have become state-of-the-art in both application and research-based domains.

Adversarial Attack

A Review of Modularization Techniques in Artificial Neural Networks

no code implementations29 Apr 2019 Mohammed Amer, Tomás Maul

Based on an investigation of the different levels at which modularization techniques act, we attempt to provide a universal and systematic framework for theorists studying MNNs, also trying along the way to emphasise the strengths and weaknesses of different modularization approaches in order to highlight good practices for neural network practitioners.

Path Capsule Networks

no code implementations11 Feb 2019 Mohammed Amer, Tomás Maul

Capsule network (CapsNet) was introduced as an enhancement over convolutional neural networks, supplementing the latter's invariance properties with equivariance through pose estimation.

Pose Estimation

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