Artificial Intelligence Medical Compendium

Explore the latest research on artificial intelligence and machine learning in medicine.

Showing 56,661 to 56,670 of 226,846 articles

Just Noticeable Difference Modeling for Deep Visual Features

arXiv Jan 29, 2026
Deep visual features are increasingly used as the interface in vision systems, motivating the need to describe feature characteristics and control feature quality for machine perception. Just noticeable difference (JND) characterizes the maximum impe... read more 
Computer Vision and Pattern Recognition

Zero-Shot Video Restoration and Enhancement with Assistance of Video Diffusion Models

arXiv Jan 29, 2026
Although diffusion-based zero-shot image restoration and enhancement methods have achieved great success, applying them to video restoration or enhancement will lead to severe temporal flickering. In this paper, we propose the first framework that ut... read more 
Computer Vision and Pattern Recognition

Improving Classifier-Free Guidance of Flow Matching via Manifold Projection

arXiv Jan 29, 2026
Classifier-free guidance (CFG) is a widely used technique for controllable generation in diffusion and flow-based models. Despite its empirical success, CFG relies on a heuristic linear extrapolation that is often sensitive to the guidance scale. In ... read more 
Computer Vision and Pattern Recognition cs.AI

Blind Ultrasound Image Enhancement via Self-Supervised Physics-Guided Degradation Modeling

arXiv Jan 29, 2026
Ultrasound (US) interpretation is hampered by multiplicative speckle, acquisition blur from the point-spread function (PSF), and scanner- and operator-dependent artifacts. Supervised enhancement methods assume access to clean targets or known degrada... read more 
Image and Video Processing cs.CV stat.ML

Constrained Meta Reinforcement Learning with Provable Test-Time Safety

arXiv Jan 29, 2026
Meta reinforcement learning (RL) allows agents to leverage experience across a distribution of tasks on which the agent can train at will, enabling faster learning of optimal policies on new test tasks. Despite its success in improving sample complex... read more 
Machine Learning

A Unified XAI-LLM Approach for EndotrachealSuctioning Activity Recognition

arXiv Jan 29, 2026
Endotracheal suctioning (ES) is an invasive yet essential clinical procedure that requires a high degree of skill to minimize patient risk - particularly in home care and educational settings, where consistent supervision may be limited. Despite its ... read more 
Artificial Intelligence

Synthetic-to-Real Domain Bridging for Single-View 3D Reconstruction of Ships for Maritime Monitoring

arXiv Jan 29, 2026
Three-dimensional (3D) reconstruction of ships is an important part of maritime monitoring, allowing improved visualization, inspection, and decision-making in real-world monitoring environments. However, most state-ofthe-art 3D reconstruction method... read more 
Computer Vision and Pattern Recognition cs.AI cs.GR

FISMO: Fisher-Structured Momentum-Orthogonalized Optimizer

arXiv Jan 29, 2026
Training large-scale neural networks requires solving nonconvex optimization where the choice of optimizer fundamentally determines both convergence behavior and computational efficiency. While adaptive methods like Adam have long dominated practice,... read more 
Machine Learning

Temporal Sepsis Modeling: a Fully Interpretable Relational Way

arXiv Jan 29, 2026
Sepsis remains one of the most complex and heterogeneous syndromes in intensive care, characterized by diverse physiological trajectories and variable responses to treatment. While deep learning models perform well in the early prediction of sepsis, ... read more 
Machine Learning cs.AI

From Global to Granular: Revealing IQA Model Performance via Correlation Surface

arXiv Jan 29, 2026
Evaluation of Image Quality Assessment (IQA) models has long been dominated by global correlation metrics, such as Pearson Linear Correlation Coefficient (PLCC) and Spearman Rank-Order Correlation Coefficient (SRCC). While widely adopted, these metri... read more 
Computer Vision and Pattern Recognition cs.AI
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