mlsanityData to 7 Oct 2026

i-RIM applied to the fastMRI challenge

arXiv 1910.08952 ↗First posted 20 Oct 2019eess.IV cs.CV cs.LGcited by 16

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Abstract (arXiv)

We, team AImsterdam, summarize our submission to the fastMRI challenge (Zbontar et al., 2018). Our approach builds on recent advances in invertible learning to infer models as presented in Putzky and Welling (2019). Both, our single-coil and our multi-coil model share the same basic architecture.

Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). First posted on arXiv 20 Oct 2019.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 3; 2022: 4; 2023: 3; 2024: 5; 2025: 0; 2026: 1.

16 papers.

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  1. 2022ReconFormer: Accelerated MRI Reconstruction Using Recurrent Transformercited by 52
  2. 2021Bayesian Uncertainty Estimation of Learned Variational MRI Reconstructioncited by 30
  3. 2022HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructioncited by 30
  4. 2022Dual-Domain Reconstruction Networks with V-Net and K-Net for fast MRIcited by 8
  5. 2023vSHARP: variable Splitting Half-quadratic Admm algorithm for Reconstruction of inverse-Problemscited by 8
  6. 2023Model-corrected learned primal-dual models for fast limited-view photoacoustic tomographycited by 6
  7. 2024NPB-REC: A Non-parametric Bayesian Deep-learning Approach for Undersampled MRI Reconstruction with Uncertainty Estimationcited by 4
  8. 2021Assessment of Data Consistency through Cascades of Independently Recurrent Inference Machines for fast and robust accelerated MRI reconstructioncited by 3
  9. 2022Memory Efficient Invertible Neural Networks for 3D Photoacoustic Imagingcited by 3
  10. 2023CAMP-Net: Consistency-Aware Multi-Prior Network for Accelerated MRI Reconstructioncited by 3
  11. 2024MRPD: Undersampled MRI reconstruction by prompting a large latent diffusion modelcited by 3
  12. 2021Deep MRI Reconstruction with Radial Subsamplingcited by 2
4 more
  1. 2024Recurrent Inference Machine for Medical Image Registrationcited by 2
  2. 2024On Instabilities of Unsupervised Denoising Diffusion Models in Magnetic Resonance Imaging Reconstructioncited by 1
  3. 2024MS-Glance: Bio-Insipred Non-semantic Context Vectors and their Applications in Supervising Image Reconstructioncited by 0
  4. 2026MosaicMRI: A Diverse Dataset and Benchmark for Raw Musculoskeletal MRIcited by 0