Latest Research in Computer Vision and Pattern Recognition

26 research papers · 0.2 average citations · 2026 median publication year

Top Research Topics in Computer Vision and Pattern Recognition

Highest-Cited Papers

  1. Deep learning super-resolution of paediatric ultra-low-field MRI without paired high-field scans (3 citations)
  2. Anatomy-aware, label-informed approach improves image registration for challenging datasets (1 citations)
  3. MRI Image Segmentation Algorithm for Temporomandibular Joint Discs and Condyles Based on the Improved nnU-Net Framework
  4. Generalizable and equitable automated ischaemic stroke lesion segmentation with vision transformers
  5. SSCA-DIPNet: Structured Sparse and Channel-Attentive Deep Image Prior Network for Highly-Accelerated MRI
  6. Sustainable MRI: Interpretable Deep Learning for estimating energy and power consumption, revealing key acquisition parameters and their interactions
  7. A hierarchy-aware multi-label framework for anatomically consistent intravascular ultrasound segmentation
  8. Benchmarking Self-Supervised Learning Methods for Accelerated MRI Reconstruction
  9. SV-Cine: Diagnosis-Conditioned Segmentation of Single Ventricle Physiology via Generative Data Augmentation
  10. Geometric-to-Semantic Spherical Transfer Learning for Cortical Sulci Labeling
  11. End-to-End Trained Energy-Based Model for Image Recovery
  12. MRI-Guided Reslice-Refined Cross-Slice SDF Reconstruction of the Left Ventricle from Cardiac MRI with Sparse Axial Supervision
  13. CrossRAFT: Cross-Domain Complex-Valued Feature Extraction for Ultrasound Motion Estimation
  14. Smooth 3D Cardiac Geometry Reconstruction from 2D CT Slice Segmentations: Wall-Thickness Agreement with a Manual Reference (a Preliminary Single-Center Study)
  15. A Quantitative Evaluation Framework for Temporal Explainability in Echocardiographic Video Segmentation
  16. MedGSSR: Generalizable Medical Image Super-Resolution 3D Reconstruction via Hierarchical Feed-forward Gaussian Splatting
  17. One Shared LoRA Weight for MRI Reconstruction across Acceleration Factors
  18. Large-Scale Pretraining for Improving Deep Learning-Based Geometric Distortion Correction of Diffusion-Weighted Imaging
  19. Measuring proximity to standard planes during fetal brain ultrasound scanning
  20. Topology-Aware Training and Spatial Diagnostics for Fiber Bundle Segmentation in Tracer Histology
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L3 Region - - 2026 Sep Q3

Computer Vision and Pattern Recognition

26 papers
0.2 avg cites

Top Topics (10)

Computer Vision and Pattern Recognition8
Image and Video Processing4
Advanced MRI Techniques and Applications3
Temporomandibular Joint Disorders1
Acute Ischemic Stroke Management1
Coronary Interventions and Diagnostics1
Machine Learning1
Sparse and Compressive Sensing Techniques1
Signal Processing1
Cardiovascular Function and Risk Factors1

Top Publications (20)

1.Deep learning super-resolution of paediatric ultra-low-field MRI without paired high-field scans3c2.Anatomy-aware, label-informed approach improves image registration for challenging datasets1c3.MRI Image Segmentation Algorithm for Temporomandibular Joint Discs and Condyles Based on the Improved nnU-Net Framework4.Generalizable and equitable automated ischaemic stroke lesion segmentation with vision transformers5.SSCA-DIPNet: Structured Sparse and Channel-Attentive Deep Image Prior Network for Highly-Accelerated MRI6.Sustainable MRI: Interpretable Deep Learning for estimating energy and power consumption, revealing key acquisition parameters and their interactions7.A hierarchy-aware multi-label framework for anatomically consistent intravascular ultrasound segmentation8.Benchmarking Self-Supervised Learning Methods for Accelerated MRI Reconstruction9.SV-Cine: Diagnosis-Conditioned Segmentation of Single Ventricle Physiology via Generative Data Augmentation10.Geometric-to-Semantic Spherical Transfer Learning for Cortical Sulci Labeling11.End-to-End Trained Energy-Based Model for Image Recovery12.MRI-Guided Reslice-Refined Cross-Slice SDF Reconstruction of the Left Ventricle from Cardiac MRI with Sparse Axial Supervision13.CrossRAFT: Cross-Domain Complex-Valued Feature Extraction for Ultrasound Motion Estimation14.Smooth 3D Cardiac Geometry Reconstruction from 2D CT Slice Segmentations: Wall-Thickness Agreement with a Manual Reference (a Preliminary Single-Center Study)15.A Quantitative Evaluation Framework for Temporal Explainability in Echocardiographic Video Segmentation16.MedGSSR: Generalizable Medical Image Super-Resolution 3D Reconstruction via Hierarchical Feed-forward Gaussian Splatting17.One Shared LoRA Weight for MRI Reconstruction across Acceleration Factors18.Large-Scale Pretraining for Improving Deep Learning-Based Geometric Distortion Correction of Diffusion-Weighted Imaging19.Measuring proximity to standard planes during fetal brain ultrasound scanning20.Topology-Aware Training and Spatial Diagnostics for Fiber Bundle Segmentation in Tracer Histology
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