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Mehrdad Yaghoobi

2 accepted papers

2023

Amortised Invariance Learning for Contrastive Self-Supervision

ICLR 2023poster

Contrastive self-supervised learning methods famously produce high quality transferable representations by learning invariances to different data augmentations. Invariances established during pre-training can be interpreted as strong inductive biases. However these may or may not be helpful, dependi…

2021

Fine-Grained Mri Reconstruction Using Attentive Selection Generative Adversarial Networks

ICASSP 2021accepted

Compressed sensing (CS) leverages the sparsity prior to provide the foundation for fast magnetic resonance imaging (fastMRI). However, iterative solvers for ill-posed problems hinder their adaption to time-critical applications. Moreover, such a prior can be neither rich to capture complicated anato…

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