Latest Research in Image and Video Processing

28 research papers · 2026 median publication year

Top Research Topics in Image and Video Processing

Highest-Cited Papers

  1. A U-Net Transformer for magnetic resonance elastography
  2. A Dual-Stream Regulated Reconstruction and Segmentation Network with Hierarchical Artifact-Prior Modeling for Ultra-Low-Field Pediatric Neuroimaging
  3. NIMARC-MRI: Abdominal HASTE Dataset and a Baseline U-Net Exposing the Synthetic-to-Real Gap in Low-Resource Motion Correction
  4. Open ultrasound foundation model for robust segmentation and clinical measurement across heterogeneous settings
  5. RFS-UNet: Decoder-Conditioned High-Resolution Skip Recalibration for Bone-Selective DRR Synthesis
  6. Model-based motion simulation framework for deep learning-assisted motion correction in dynamic wrist CT
  7. Structure-guided prior-driven implicit neural representations for time-of-flight PET image reconstruction
  8. Spatial Feature-wise Linear Modulation (SpFiLM) for Contrast Agent-Aware Brain Parcellation
  9. Sharpening the Ensemble: An SSIM-Aligned Residual Refiner for Brain-MRI Inpainting Post-Processing
  10. DREAM: Deep-Reparametrization of Adaptive Regularization Maps for Fast Zero-Shot Self-Supervised Learning
  11. LoFi RADIO: A Distilled In-Domain Backbone Applied for Artifact-Severity Grading of Ultra-Low-Field Neonatal Brain MR
  12. Asymmetric Paired-Annotation Learning for Multi-Structure ULF Pediatric Brain MRI Segmentation
  13. VQ-Wave: A Physics-Driven Spatiotemporal Deep Learning Approach for Noncontrast-Enhanced Lung Ventilation and Perfusion MRI.
  14. CMRVision: A Foundation Model for Cardiac MR Image Analysis
  15. Conditional Flow Matching for Cross-Field MRI Harmonisation
  16. SliceBridge: context-consistent repair of corrupted slice intervals in T1-weighted MRI
  17. Expert-like Bone Ultrasound Segmentation through Expert-in-the-loop Mask-conditioned Progressive Learning
  18. Null-Space Diffusion Restoration with Adaptive Uncertainty-Guided Fusion for Ultrasound Speckle Reduction
  19. SCoPE-Reg: Efficient Rigid Ultrasound Slice-to-Volume Registration via State-Space Correlation and Closed-Form Pose Estimation
  20. Evaluating the Safety of Deep Learning-Based Brain MRI Reconstruction
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L3 Region - - 2026 Sep Q3

Image and Video Processing

28 papers

Top Topics (9)

Computer Vision and Pattern Recognition13
Image and Video Processing8
Ultrasound Imaging and Elastography1
Advanced X-ray and CT Imaging1
Medical Imaging Techniques and Applications1
Optimization and Control1
Atomic and Subatomic Physics Research1
Generative Adversarial Networks and Image Synthesis1
Radiomics and Machine Learning in Medical Imaging1

Top Publications (20)

1.A U-Net Transformer for magnetic resonance elastography2.A Dual-Stream Regulated Reconstruction and Segmentation Network with Hierarchical Artifact-Prior Modeling for Ultra-Low-Field Pediatric Neuroimaging3.NIMARC-MRI: Abdominal HASTE Dataset and a Baseline U-Net Exposing the Synthetic-to-Real Gap in Low-Resource Motion Correction4.Open ultrasound foundation model for robust segmentation and clinical measurement across heterogeneous settings5.RFS-UNet: Decoder-Conditioned High-Resolution Skip Recalibration for Bone-Selective DRR Synthesis6.Model-based motion simulation framework for deep learning-assisted motion correction in dynamic wrist CT7.Structure-guided prior-driven implicit neural representations for time-of-flight PET image reconstruction8.Spatial Feature-wise Linear Modulation (SpFiLM) for Contrast Agent-Aware Brain Parcellation9.Sharpening the Ensemble: An SSIM-Aligned Residual Refiner for Brain-MRI Inpainting Post-Processing10.DREAM: Deep-Reparametrization of Adaptive Regularization Maps for Fast Zero-Shot Self-Supervised Learning11.LoFi RADIO: A Distilled In-Domain Backbone Applied for Artifact-Severity Grading of Ultra-Low-Field Neonatal Brain MR12.Asymmetric Paired-Annotation Learning for Multi-Structure ULF Pediatric Brain MRI Segmentation13.VQ-Wave: A Physics-Driven Spatiotemporal Deep Learning Approach for Noncontrast-Enhanced Lung Ventilation and Perfusion MRI.14.CMRVision: A Foundation Model for Cardiac MR Image Analysis15.Conditional Flow Matching for Cross-Field MRI Harmonisation16.SliceBridge: context-consistent repair of corrupted slice intervals in T1-weighted MRI17.Expert-like Bone Ultrasound Segmentation through Expert-in-the-loop Mask-conditioned Progressive Learning18.Null-Space Diffusion Restoration with Adaptive Uncertainty-Guided Fusion for Ultrasound Speckle Reduction19.SCoPE-Reg: Efficient Rigid Ultrasound Slice-to-Volume Registration via State-Space Correlation and Closed-Form Pose Estimation20.Evaluating the Safety of Deep Learning-Based Brain MRI Reconstruction
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