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Vegard Antun's Projects

automap_not_robust icon automap_not_robust

Code to the paper "Deep learning through domain-transform manifold learning for image reconstruction is not robust"

automap_unstable icon automap_unstable

Code to the paper "Deep learning through domain-transform manifold learning for image reconstruction (AUTOMAP) is unstable"

cilib icon cilib

Code for the book "Compressive imaging: Structure, Sampling, Learning".

cww icon cww

Continuous Walsh sampling and wavelet reconstruction

dl_seminar icon dl_seminar

Introduction to PyTorch given at the deep learning seminar

false_structures icon false_structures

Code related to the paper "What do AI algorithms actually learn? - On False Structures in Deep Learning"

fastwht icon fastwht

A fast Walsh-Hadamard transform for Matlab and Python 2

invfool icon invfool

Code related to the paper "On instabilities of deep learning in image reconstruction - Does AI come at a cost?"

mat4360 icon mat4360

Lecture notes in MAT 4360 C^*-Algebras

mievu4020 icon mievu4020

Code related to the course "MIEVU 4020 -- Introduction to deep learning".

spgl1 icon spgl1

A solver for large-scale sparse reconstruction

troub_ker icon troub_ker

The troublesome kernel: Why deep learning for inverse problems is typically unstable

troublesome_kernel icon troublesome_kernel

The troublesome kernel -- On hallucinations, no free lunches and the accuracy-stability trade-off in inverse problems

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