Artificial Intelligence Medical Compendium

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

Showing 31,611 to 31,620 of 220,544 articles

GS4City: Hierarchical Semantic Gaussian Splatting via City-Model Priors

arXiv Apr 13, 2026
Recent semantic 3D Gaussian Splatting (3DGS) methods primarily rely on 2D foundation models, often yielding ambiguous boundaries and limited support for structured urban semantics. While city models such as CityGML encode hierarchically organized sem... read more 
Computer Vision and Pattern Recognition

Scene Change Detection with Vision-Language Representation Learning

arXiv Apr 13, 2026
Scene change detection (SCD) is crucial for urban monitoring and navigation but remains challenging in real-world environments due to lighting variations, seasonal shifts, viewpoint differences, and complex urban layouts. Existing methods rely primar... read more 
Computer Vision and Pattern Recognition

Observe Less, Understand More: Cost-aware Cross-scale Observation for Remote Sensing Understanding

arXiv Apr 13, 2026
Remote sensing understanding inherently requires multi-resolution observation, since different targets and application tasks demand different levels of spatial detail. While low-resolution (LR) imagery enables efficient global observation, high-resol... read more 
Computer Vision and Pattern Recognition

Emulating Non-Differentiable Metrics via Knowledge-Guided Learning: Introducing the Minkowski Image Loss

arXiv Apr 13, 2026
The ``differentiability gap'' presents a primary bottleneck in Earth system deep learning: since models cannot be trained directly on non-differentiable scientific metrics and must rely on smooth proxies (e.g., MSE), they often fail to capture high-f... read more 
Machine Learning cs.AI

HuiYanEarth-SAR: A Foundation Model for High-Fidelity and Low-Cost Global Remote Sensing Imagery Generation

arXiv Apr 13, 2026
Synthetic Aperture Radar (SAR) imagery generation is essential for deepening the study of scattering mechanisms, establishing trustworthy electromagnetic scene models, and fundamentally alleviating the data scarcity bottleneck that constrains develop... read more 
Computer Vision and Pattern Recognition

Beyond Model Design: Data-Centric Training and Self-Ensemble for Gaussian Color Image Denoising

arXiv Apr 13, 2026
This paper presents our solution to the NTIRE 2026 Image Denoising Challenge (Gaussian color image denoising at fixed noise level $σ= 50$). Rather than proposing a new restoration backbone, we revisit the performance boundary of the mature Restormer ... read more 
Computer Vision and Pattern Recognition

Degradation-Aware and Structure-Preserving Diffusion for Real-World Image Super-Resolution

arXiv Apr 13, 2026
Real-world image super-resolution is particularly challenging for diffusion models because real degradations are complex, heterogeneous, and rarely modeled explicitly. We propose a degradation-aware and structure-preserving diffusion framework for re... read more 
Computer Vision and Pattern Recognition

NTIRE 2026 Challenge on Robust AI-Generated Image Detection in the Wild

arXiv Apr 13, 2026
This paper presents an overview of the NTIRE 2026 Challenge on Robust AI-Generated Image Detection in the Wild, held in conjunction with the NTIRE workshop at CVPR 2026. The goal of this challenge was to develop detection models capable of distinguis... read more 
Computer Vision and Pattern Recognition

Anthropogenic Regional Adaptation in Multimodal Vision-Language Model

arXiv Apr 13, 2026
While the field of vision-language (VL) has achieved remarkable success in integrating visual and textual information across multiple languages and domains, there is still no dedicated framework for assessing human-centric alignment in vision-languag... read more 
Artificial Intelligence cs.CL cs.CV

ADD for Multi-Bit Image Watermarking

arXiv Apr 13, 2026
As generative models enable rapid creation of high-fidelity images, societal concerns about misinformation and authenticity have intensified. A promising remedy is multi-bit image watermarking, which embeds a multi-bit message into an image so that a... read more 
Machine Learning cs.AI cs.LG math.ST stat.ME
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