Search Results for author: Sanaz Mohammadjafari

Found 3 papers, 0 papers with code

Improved $α$-GAN architecture for generating 3D connected volumes with an application to radiosurgery treatment planning

no code implementations13 Jul 2022 Sanaz Mohammadjafari, Mucahit Cevik, Ayse Basar

On a synthetic dataset of connected 3D spheres and ellipsoids, our model can generate fully connected 3D shapes with similar geometrical characteristics to that of training data.

Synthetic Data Generation

VARGAN: Variance Enforcing Network Enhanced GAN

no code implementations5 Sep 2021 Sanaz Mohammadjafari, Mucahit Cevik, Ayse Basar

Generative adversarial networks (GANs) are one of the most widely used generative models.

An empirical study on using CNNs for fast radio signal prediction

no code implementations16 Jun 2020 Ozan Ozyegen, Sanaz Mohammadjafari, Karim El mokhtari, Mucahit Cevik, Jonathan Ethier, Ayse Basar

We compare deep learning-based prediction models including RadioUNET and four different variations of the UNET model for the power prediction task.

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