Artificial Intelligence Medical Compendium

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

Showing 53,031 to 53,040 of 225,341 articles

Fast-SAM3D: 3Dfy Anything in Images but Faster

arXiv Feb 5, 2026
SAM3D enables scalable, open-world 3D reconstruction from complex scenes, yet its deployment is hindered by prohibitive inference latency. In this work, we conduct the \textbf{first systematic investigation} into its inference dynamics, revealing tha... read more 
Computer Vision and Pattern Recognition

Wid3R: Wide Field-of-View 3D Reconstruction via Camera Model Conditioning

arXiv Feb 5, 2026
We present Wid3R, a feed-forward neural network for visual geometry reconstruction that supports wide field-of-view camera models. Prior methods typically assume that input images are rectified or captured with pinhole cameras, since both their archi... read more 
Computer Vision and Pattern Recognition

MTPano: Multi-Task Panoramic Scene Understanding via Label-Free Integration of Dense Prediction Priors

arXiv Feb 5, 2026
Comprehensive panoramic scene understanding is critical for immersive applications, yet it remains challenging due to the scarcity of high-resolution, multi-task annotations. While perspective foundation models have achieved success through data scal... read more 
Computer Vision and Pattern Recognition

Consistency-Preserving Concept Erasure via Unsafe-Safe Pairing and Directional Fisher-weighted Adaptation

arXiv Feb 5, 2026
With the increasing versatility of text-to-image diffusion models, the ability to selectively erase undesirable concepts (e.g., harmful content) has become indispensable. However, existing concept erasure approaches primarily focus on removing unsafe... read more 
Computer Vision and Pattern Recognition cs.LG

Cross-Lingual Empirical Evaluation of Large Language Models for Arabic Medical Tasks

arXiv Feb 5, 2026
In recent years, Large Language Models (LLMs) have become widely used in medical applications, such as clinical decision support, medical education, and medical question answering. Yet, these models are often English-centric, limiting their robustnes... read more 
Computation and Language cs.LG

VRIQ: Benchmarking and Analyzing Visual-Reasoning IQ of VLMs

arXiv Feb 5, 2026
Recent progress in Vision Language Models (VLMs) has raised the question of whether they can reliably perform nonverbal reasoning. To this end, we introduce VRIQ (Visual Reasoning IQ), a novel benchmark designed to assess and analyze the visual reaso... read more 
Computer Vision and Pattern Recognition cs.LG

Dolphin-v2: Universal Document Parsing via Scalable Anchor Prompting

arXiv Feb 5, 2026
Document parsing has garnered widespread attention as vision-language models (VLMs) advance OCR capabilities. However, the field remains fragmented across dozens of specialized models with varying strengths, forcing users to navigate complex model se... read more 
Computer Vision and Pattern Recognition

Parallel Swin Transformer-Enhanced 3D MRI-to-CT Synthesis for MRI-Only Radiotherapy Planning

arXiv Feb 5, 2026
MRI provides superior soft tissue contrast without ionizing radiation; however, the absence of electron density information limits its direct use for dose calculation. As a result, current radiotherapy workflows rely on combined MRI and CT acquisitio... read more 
Computer Vision and Pattern Recognition cs.LG

Dataset Distillation via Relative Distribution Matching and Cognitive Heritage

arXiv Feb 5, 2026
Dataset distillation seeks to synthesize a highly compact dataset that achieves performance comparable to the original dataset on downstream tasks. For the classification task that use pre-trained self-supervised models as backbones, previous linear ... read more 
Computer Vision and Pattern Recognition

Explainable Pathomics Feature Visualization via Correlation-aware Conditional Feature Editing

arXiv Feb 5, 2026
Pathomics is a recent approach that offers rich quantitative features beyond what black-box deep learning can provide, supporting more reproducible and explainable biomarkers in digital pathology. However, many derived features (e.g., "second-order m... read more 
Computer Vision and Pattern Recognition
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