Artificial Intelligence Medical Compendium

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

Showing 49,361 to 49,370 of 224,513 articles

Continuous-Time Piecewise-Linear Recurrent Neural Networks

arXiv Feb 17, 2026
In dynamical systems reconstruction (DSR) we aim to recover the dynamical system (DS) underlying observed time series. Specifically, we aim to learn a generative surrogate model which approximates the underlying, data-generating DS, and recreates its... read more 
Machine Learning

Concept-Enhanced Multimodal RAG: Towards Interpretable and Accurate Radiology Report Generation

arXiv Feb 17, 2026
Radiology Report Generation (RRG) through Vision-Language Models (VLMs) promises to reduce documentation burden, improve reporting consistency, and accelerate clinical workflows. However, their clinical adoption remains limited by the lack of interpr... read more 
Computer Vision and Pattern Recognition

A Novel Public Dataset for Strawberry (Fragaria x ananassa) Ripeness Detection and Comparative Evaluation of YOLO-Based Models

arXiv Feb 17, 2026
The strawberry (Fragaria x ananassa), known worldwide for its economic value and nutritional richness, is a widely cultivated fruit. Determining the correct ripeness level during the harvest period is crucial for both preventing losses for producers ... read more 
Computer Vision and Pattern Recognition

Bayesian Optimization for Design Parameters of 3D Image Data Analysis

arXiv Feb 17, 2026
Deep learning-based segmentation and classification are crucial to large-scale biomedical imaging, particularly for 3D data, where manual analysis is impractical. Although many methods exist, selecting suitable models and tuning parameters remains a ... read more 
Computer Vision and Pattern Recognition cs.AI

CAMEL: An ECG Language Model for Forecasting Cardiac Events

arXiv Feb 17, 2026
Electrocardiograms (ECG) are electrical recordings of the heart that are critical for diagnosing cardiovascular conditions. ECG language models (ELMs) have recently emerged as a promising framework for ECG classification accompanied by report generat... read more 
Machine Learning q-bio.QM

Criteria-first, semantics-later: reproducible structure discovery in image-based sciences

arXiv Feb 17, 2026
Across the natural and life sciences, images have become a primary measurement modality, yet the dominant analytic paradigm remains semantics-first. Structure is recovered by predicting or enforcing domain-specific labels. This paradigm fails systema... read more 
Computer Vision and Pattern Recognition cs.AI

Spanning the Visual Analogy Space with a Weight Basis of LoRAs

arXiv Feb 17, 2026
Visual analogy learning enables image manipulation through demonstration rather than textual description, allowing users to specify complex transformations difficult to articulate in words. Given a triplet $\{\mathbf{a}$, $\mathbf{a}'$, $\mathbf{b}\}... read more 
Computer Vision and Pattern Recognition cs.AI cs.GR cs.LG eess.IV

Beyond Labels: Information-Efficient Human-in-the-Loop Learning using Ranking and Selection Queries

arXiv Feb 17, 2026
Integrating human expertise into machine learning systems often reduces the role of experts to labeling oracles, a paradigm that limits the amount of information exchanged and fails to capture the nuances of human judgment. We address this challenge ... read more 
Human-Computer Interaction cs.LG

MRC-GAT: A Meta-Relational Copula-Based Graph Attention Network for Interpretable Multimodal Alzheimer's Disease Diagnosis

arXiv Feb 17, 2026
Alzheimer's disease (AD) is a progressive neurodegenerative condition necessitating early and precise diagnosis to provide prompt clinical management. Given the paramount importance of early diagnosis, recent studies have increasingly focused on comp... read more 
Machine Learning cs.AI q-bio.QM

RaCo: Ranking and Covariance for Practical Learned Keypoints

arXiv Feb 17, 2026
This paper introduces RaCo, a lightweight neural network designed to learn robust and versatile keypoints suitable for a variety of 3D computer vision tasks. The model integrates three key components: the repeatable keypoint detector, a differentiabl... read more 
Computer Vision and Pattern Recognition cs.RO
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