Latest Research in Advanced Image Synthesis

217 research papers · 2026 median publication year

Top Research Topics in Advanced Image Synthesis

Highest-Cited Papers

  1. DSDNet: A lightweight Divide-and-Conquer Network via deep-shallow feature specialization for deep-sea polymetallic nodule video segmentation
  2. Ultra-Low Dose Computed Tomography with 90% Radiation Reduction: High-Fidelity Deterministic Regularized Recovery via Idempotent Metric Projectors and Proximal Resolvents
  3. Ultra-Low Dose Computed Tomography with 90% Radiation Reduction: High-Fidelity Deterministic Regularized Recovery via Idempotent Metric Projectors and Proximal Resolvents
  4. A unified unsupervised framework of multi-modal image super resolution and fusion via implicit neural representation
  5. Attention based noise-aware segmentation network (ANSN): leveraging attention mechanisms for noisy MR image segmentation
  6. Ultra-Low Dose Computed Tomography with 90% Radiation Reduction: High-Fidelity Deterministic Regularized Recovery via Idempotent Metric Projectors and Proximal Resolvents
  7. KG-Seg: Medical Knowledge-Guided Target-State Learning for 3D Lesion Segmentation with Lesion-Only Annotations
  8. Bridging Modalities on the Cortex: Surface-based MRI to PET Translation with a Diffusion Bridge
  9. Should This Case Be Adapted? Prediction Fragmentation Controls Test-Time Adaptation
  10. BINDER: A Latent Variable Model for Probabilistic Medical Image Registration
  11. G^2RA-NET: Graph-based Cross-Slice Relation Modeling with Attention Gating for Medical Image Segmentation
  12. Fast Cross-Strength Multi-Contrast Brain MRI Translation using Latent Bridge Matching
  13. UniReg: Conditional Unified Model for Medical Image Registration
  14. Physical Evaluation of Focal Spot Size and Phantom Thickness in Coronary CT Angiography Using Super-Resolution Deep Learning Reconstruction
  15. Adversarial attacks on medical hyperspectral imaging exploiting spectral-spatial dependencies and multiscale features
  16. A deep learning framework with directional perception and spatial focusing for enhanced low-dose CT image denoising
  17. SFC-Net: A spatial-frequency collaborative network for multi-modal medical image fusion
  18. Anatomy-prior-guided and scan-aware 3D segmentation of the pediatric pancreas in CT images
  19. STUNet-Fusion: Spatiotemporal Needle-Tip Localization in Ultrasound Video via Multi-Channel Motion Fusion
  20. Evolving Error States: Failure-Aware Progressive Repair for Ultrasound Lesion Segmentation

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L2 Region - - 2026 Sep Q3

Advanced Image Synthesis

217 papers

Top Topics (10)

Computer Vision and Pattern Recognition114
Advanced Neural Network Applications17
Image and Video Processing16
Medical Imaging Techniques and Applications14
AI in cancer detection4
Artificial Intelligence4
Advanced Image Fusion Techniques3
Machine Learning3
Advanced X-ray and CT Imaging3
COVID-19 diagnosis using AI2

Top Publications (20)

1.DSDNet: A lightweight Divide-and-Conquer Network via deep-shallow feature specialization for deep-sea polymetallic nodule video segmentation2.Ultra-Low Dose Computed Tomography with 90% Radiation Reduction: High-Fidelity Deterministic Regularized Recovery via Idempotent Metric Projectors and Proximal Resolvents3.Ultra-Low Dose Computed Tomography with 90% Radiation Reduction: High-Fidelity Deterministic Regularized Recovery via Idempotent Metric Projectors and Proximal Resolvents4.A unified unsupervised framework of multi-modal image super resolution and fusion via implicit neural representation5.Attention based noise-aware segmentation network (ANSN): leveraging attention mechanisms for noisy MR image segmentation6.Ultra-Low Dose Computed Tomography with 90% Radiation Reduction: High-Fidelity Deterministic Regularized Recovery via Idempotent Metric Projectors and Proximal Resolvents7.KG-Seg: Medical Knowledge-Guided Target-State Learning for 3D Lesion Segmentation with Lesion-Only Annotations8.Bridging Modalities on the Cortex: Surface-based MRI to PET Translation with a Diffusion Bridge9.Should This Case Be Adapted? Prediction Fragmentation Controls Test-Time Adaptation10.BINDER: A Latent Variable Model for Probabilistic Medical Image Registration11.G^2RA-NET: Graph-based Cross-Slice Relation Modeling with Attention Gating for Medical Image Segmentation12.Fast Cross-Strength Multi-Contrast Brain MRI Translation using Latent Bridge Matching13.UniReg: Conditional Unified Model for Medical Image Registration14.Physical Evaluation of Focal Spot Size and Phantom Thickness in Coronary CT Angiography Using Super-Resolution Deep Learning Reconstruction15.Adversarial attacks on medical hyperspectral imaging exploiting spectral-spatial dependencies and multiscale features16.A deep learning framework with directional perception and spatial focusing for enhanced low-dose CT image denoising17.SFC-Net: A spatial-frequency collaborative network for multi-modal medical image fusion18.Anatomy-prior-guided and scan-aware 3D segmentation of the pediatric pancreas in CT images19.STUNet-Fusion: Spatiotemporal Needle-Tip Localization in Ultrasound Video via Multi-Channel Motion Fusion20.Evolving Error States: Failure-Aware Progressive Repair for Ultrasound Lesion Segmentation

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