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Muhammad Usman Akbar on Muck Rack

Muhammad Usman Akbar

As seen in: MDPI
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Articles

Efficient Brain Age Prediction from 3D MRI Volumes Using 2D Projections

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By Johan Jönemo, Muhammad Usman Akbar, Robin Kämpe, J. Paul Hamilton
| MDPI
2.2. Two-Dimensional Projections In this work, we implemented a set of 2D CNNs using the Julia programming language (version 1.6.4) [26] and the Flux machine learning framework (version 0.12.8) [27], wherein the aforementioned projections—typically with two channels each—were fed into their respective stack of convolutional and auxiliary layers (see Figure 3).
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Impact of Green Manuring on Health of Low Fertility Calcareous Soils

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By Asifa Naz, Ansa Rebi, Raheela Naz, Muhammad Usman Akbar
| MDPI
This is an early access version, the complete PDF, HTML, and XML versions will be available soon.
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