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Medical Imaging News

The latest Medical Imaging coverage curated for game developers.

Edge-centric Brain Transformer: An Edge-centric Functional Connectivity Learning Framework for fMRI-based Brain Disorder Diagnosis

arXiv cs.GR details an edge-centric brain transformer that models rs-fMRI connectivity as connections, not just regions. The framework uses edge time-series, a line graph, and a structure-aware transformer to improve …

Research arXiv cs.GR · 3 days, 14 hours ago
LINGO: Latent Initialization and Gradient Optimization for Sparse-view X-ray Novel View Synthesis and CT Reconstruction with 3D Gaussian Splatting

arXiv cs.GR details LINGO, a 3D Gaussian Splatting pipeline for sparse-view X-ray novel view synthesis and CT reconstruction. The method uses latent mask-space initialization and dynamic gradient scaling to cut …

Research arXiv cs.GR · 3 days, 14 hours ago
Endoscopic Depth Estimation Based on Deep Learning: A Survey

Deep-learning depth estimation for endoscopic surgery is getting a broad technical map, with a new survey organizing the field around data, methods, and clinical use. For developers working in medical …

Research arXiv cs.GR · 3 weeks, 2 days ago
Splat-based Metal Artifact Reduction in Cone-Beam CT via Polychromatic Modeling

A new CBCT reconstruction method uses Gaussian splatting plus polychromatic X-ray modeling to suppress metal artifacts and beam hardening. The system jointly optimizes reconstruction and spectral characteristics, avoiding manual metal …

Research arXiv cs.GR · 1 month, 1 week ago
Splat-Based Metal Artifact Reduction in Cone-Beam CT via Compact Attenuation Modeling

A new cone-beam CT reconstruction method uses splat-based Gaussian representations plus a compact polychromatic attenuation model to cut metal artifacts without a metal mask. The approach targets the hard case …

Research arXiv cs.GR · 1 month, 2 weeks ago
High-Fidelity 3D Geometric Reconstruction of Pelvic Organs from MRI: A Hybrid Deep Learning and Iterative Optimization Approach

A hybrid deep-learning plus iterative-optimization pipeline reconstructs patient-specific pelvic organ meshes from MRI with better geometric fidelity than prior ML-only approaches. The paper reports lower Chamfer Distance, higher Dice scores, …

Research arXiv cs.GR · 3 months, 1 week ago
SC-MFJ: A Simple Haptic Quality Metric for Medical Image Segmentation

A cheap haptics-focused metric can expose problems that Dice and Hausdorff miss: SC-MFJ found a 147x gap in force jerk between raw binary pancreas masks and simple Gaussian smoothing. For …

Research arXiv cs.GR · 3 months, 2 weeks ago
Aligning Fetal Anatomy with Kinematic Tree Log-Euclidean PolyRigid Transforms

Researchers have introduced a new volumetric alignment method, KTPolyRigid, aimed at keeping articulated anatomy anatomically consistent while reducing folding artifacts. Tested on 53 fetal MRI volumes, it pairs a differentiable …

Research arXiv cs.GR · 6 months, 3 weeks ago
Establishing Stochastic Object Models from Noisy Data via Ambient Measurement-Integrated Diffusion

A new unsupervised method called AMID has been introduced for establishing Stochastic Object Models (SOMs) from noisy medical imaging data. This approach is particularly relevant for graphics programmers and artists …

Research arXiv cs.GR · 6 months, 4 weeks ago
Template-Guided Reconstruction of Pulmonary Segments with Neural Implicit Functions

A new method for 3D reconstruction of pulmonary segments using neural implicit functions could significantly enhance surgical planning for lung cancer treatment. This approach addresses computational limitations of traditional methods, …

Research arXiv cs.GR · 9 months, 1 week ago
Near Real-time Adaptive Isotropic and Anisotropic Image-to-mesh Conversion for Numerical Simulations Involving Cerebral Aneurysms

The introduction of near real-time adaptive image-to-mesh conversion techniques could significantly enhance workflows for graphics programmers and technical artists. By integrating multiple tools into a single pipeline, developers can create …

Research arXiv cs.GR · 9 months, 2 weeks ago