Mehrdad Yaghoobi

Orcid: 0000-0002-9847-8234

According to our database1, Mehrdad Yaghoobi authored at least 42 papers between 2005 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Links

On csauthors.net:

Bibliography

2024
On the Transferability of Large-Scale Self-Supervision to Few-Shot Audio Classification.
CoRR, 2024

2023
High-Fidelity MRI Reconstruction Using Adaptive Spatial Attention Selection and Deep Data Consistency Prior.
IEEE Trans. Computational Imaging, 2023

Self-supervised Deep Hyperspectral Inpainting with the Sparsity and Low-Rank Considerations.
CoRR, 2023

MT-SLVR: Multi-Task Self-Supervised Learning for Transformation In(Variant) Representations.
CoRR, 2023

Amortised Invariance Learning for Contrastive Self-Supervision.
CoRR, 2023

SLX: Similarity Learning for X-Ray Screening and Robust Automated Disassembled Object Detection.
Proceedings of the International Joint Conference on Neural Networks, 2023

Amortised Invariance Learning for Contrastive Self-Supervision.
Proceedings of the Eleventh International Conference on Learning Representations, 2023

Self-Supervised Hyperspectral Inpainting with the Optimisation inspired Deep Neural Network Prior.
Proceedings of the 31st European Signal Processing Conference, 2023

2022
Learning Indoor Environment for Effective LiFi Communications: Signal Detection and Resource Allocation.
IEEE Access, 2022

FROB: Few-Shot ROBust Model for Joint Classification and Out-of-Distribution Detection.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022

Region-Guided Channel-Wise Attention Network for Accelerated MRI Reconstruction.
Proceedings of the Machine Learning in Medical Imaging - 13th International Workshop, 2022

High-Fidelity MRI Reconstruction with the Densely Connected Network Cascade and Feature Residual Data Consistency Priors.
Proceedings of the Machine Learning for Medical Image Reconstruction, 2022

CTR: Contrastive Training Recognition Classifier for Few-Shot Open-World Recognition.
Proceedings of the 26th International Conference on Pattern Recognition, 2022

MetaAudio: A Few-Shot Audio Classification Benchmark.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2022, 2022

Coil-Agnostic Attention-Based Network for Parallel MRI Reconstruction.
Proceedings of the Computer Vision - ACCV 2022, 2022

2021
Few-Shot Adaptive Detection of Objects of Concern Using Generative Models with Negative Retraining.
Proceedings of the 33rd IEEE International Conference on Tools with Artificial Intelligence, 2021

Fine-Grained Mri Reconstruction Using Attentive Selection Generative Adversarial Networks.
Proceedings of the IEEE International Conference on Acoustics, 2021

2020
High-Resolution Wide-Swath IRCI-Free MIMO SAR.
IEEE Trans. Geosci. Remote. Sens., 2020

Ultrahigh Resolution Wide Swath MIMO-SAR.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Boundary Of Distribution Support Generator (BDSG): Sample Generation On The Boundary.
Proceedings of the IEEE International Conference on Image Processing, 2020

Deep Learning Based Signal Detection for OFDM VLC Systems.
Proceedings of the 2020 IEEE International Conference on Communications Workshops, 2020

DeepMP for Non-Negative Sparse Decomposition.
Proceedings of the 28th European Signal Processing Conference, 2020

2019
Sparsity-Driven GMTI Processing Framework With Multichannel SAR.
IEEE Trans. Geosci. Remote. Sens., 2019

2018
Anomaly Detection with High Resolution Hyperspectral Observations.
Proceedings of the 2018 IEEE Global Conference on Signal and Information Processing, 2018

2015
Fast Non-Negative Orthogonal Matching Pursuit.
IEEE Signal Process. Lett., 2015

Fast non-negative orthogonal least squares.
Proceedings of the 23rd European Signal Processing Conference, 2015

2014
Dictionary Subselection Using an Overcomplete Joint Sparsity Model.
IEEE Trans. Signal Process., 2014

Sparsity-based autofocus for undersampled synthetic aperture radar.
IEEE Trans. Aerosp. Electron. Syst., 2014

A low-complexity sub-Nyquist sampling system for wideband Radar ESM receivers.
Proceedings of the IEEE International Conference on Acoustics, 2014

2013
Constrained Overcomplete Analysis Operator Learning for Cosparse Signal Modelling.
IEEE Trans. Signal Process., 2013

2012
Optimal Dictionary Selection Using an Overcomplete Joint Sparsity Model
CoRR, 2012

Noise aware analysis operator learning for approximately cosparse signals.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

2011
Analysis operator learning for overcomplete cosparse representations.
Proceedings of the 19th European Signal Processing Conference, 2011

2010
Structured and incoherent parametric dictionary design.
Proceedings of the IEEE International Conference on Acoustics, 2010

Dictionary Learning for Sparse Representations: A Pareto Curve Root Finding Approach.
Proceedings of the Latent Variable Analysis and Signal Separation, 2010

2009
Parametric dictionary design for sparse coding.
IEEE Trans. Signal Process., 2009

Dictionary learning for sparse approximations with the majorization method.
IEEE Trans. Signal Process., 2009

Parsimonious dictionary learning.
Proceedings of the IEEE International Conference on Acoustics, 2009

2008
Regularized dictionary learning for sparse approximation.
Proceedings of the 2008 16th European Signal Processing Conference, 2008

2007
Quantized Sparse Approximation with Iterative Thresholding for Audio Coding.
Proceedings of the IEEE International Conference on Acoustics, 2007

Iterative Hard Thresholding and L0 Regularisation.
Proceedings of the IEEE International Conference on Acoustics, 2007

2005
A New Image Texture Extraction Algorithm Based on Matching Pursuit Gabor Wavelets.
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005


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