Mehmet Akçakaya
- Deep-Learning Methods for Parallel Magnetic Resonance Imaging Reconstruction: A Survey of the Current Approaches, Trends, and Issues
2020/01/01 by Florian Knoll, Florian Knöll, Kerstin Hammernik +6 · 28 citations
Medicine · Engineering · #Advanced MRI Techniques and Applications #Medical Imaging Techniques and Applications #Photoacoustic and Ultrasonic Imaging
- Deep Learning Methods for Parallel Magnetic Resonance Image\n Reconstruction
2019/04/01 by Florian Knöll, Kerstin Hammernik, Knoll, Florian +11 · 21 citations
Medicine · Physics and Astronomy · #Advanced MRI Techniques and Applications #Atomic and Subatomic Physics Research #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Imaging Techniques and Applications #Signal Processing (eess.SP) #electronic engineering #information engineering
- Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging
2022/03/23 by Kerstin Hammernik, Hammernik, Kerstin, Thomas Küstner +11 · 16 citations
Medicine · #Advanced MRI Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Imaging Techniques and Applications #Medical Physics (physics.med-ph) #Radiomics and Machine Learning in Medical Imaging #Signal Processing (eess.SP) #electronic engineering #information engineering
- Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging: Combining physics and machine learning for improved medical imaging
2023/01/01 by Kerstin Hammernik, Thomas Kustner, Thomas Küstner +7 · 14 citations
Medicine · #Advanced MRI Techniques and Applications #Medical Imaging Techniques and Applications #Radiomics and Machine Learning in Medical Imaging
- Self‐navigation for 3D multishot EPI with data‐reference
2020/03/02 by Steen Moeller, Sudhir Ramanna, Christophe Lenglet +10 · 2 citations
Medicine · Physics and Astronomy · #Advanced MRI Techniques and Applications #Advanced Neuroimaging Techniques and Applications #Advanced X-ray Imaging Techniques
- Shannon Theoretic Limits on Noisy Compressive Sampling
2007/11/02 by Mehmet Akçakaya, Akçakaya, Mehmet, Vahid Tarokh +1 · 2 citations
Computer Science · Engineering · Mathematics · #62B10 #94A12 #Blind Source Separation Techniques #FOS: Computer and information sciences #Information Theory (cs.IT) #Mathematical Analysis and Transform Methods #Sparse and Compressive Sensing Techniques #cs.IT #math.IT #msc:62B10 #msc:94A12
- 20-fold Accelerated 7T fMRI Using Referenceless Self-Supervised Deep Learning Reconstruction
2021/05/12 by Ömer Burak Demirel, Burhaneddin Yaman, Demirel, Omer Burak +17 · 3 citations
Medicine · Neuroscience · #Advanced MRI Techniques and Applications #Functional Brain Connectivity Studies #Advanced Neuroimaging Techniques and Applications
- Non-Cartesian Self-Supervised Physics-Driven Deep Learning Reconstruction for Highly-Accelerated Multi-Echo Spiral fMRI
2023/12/09 by Hongyi Gu, Chi Zhang, Gu, Hongyi +9 · 1 citation
Engineering · Medicine · Physics and Astronomy · #Advanced MRI Techniques and Applications #Atomic and Subatomic Physics Research #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Physics (physics.med-ph) #Photoacoustic and Ultrasonic Imaging #Signal Processing (eess.SP) #electronic engineering #information engineering
- UDT: Reconciling U-Nets and Diffusion Transformers with Data-Adaptive Token Reduction
2026/08/02 by Junno Yun, Yaşar Utku Alçalar, Mehmet Akçakaya
Computer Science · #cs.CV #cs.AI #cs.LG