Artificial Intelligence Medical Compendium

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

Showing 31,881 to 31,890 of 220,797 articles

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

Deep Learning for Sequential Decision Making under Uncertainty: Foundations, Frameworks, and Frontiers

arXiv Apr 13, 2026
Artificial intelligence (AI) is moving increasingly beyond prediction to support decisions in complex, uncertain, and dynamic environments. This shift creates a natural intersection with operations research and management sciences (OR/MS), which have... read more 
Optimization and Control cs.AI cs.LG eess.SY stat.ML

Not All Forgetting Is Equal: Architecture-Dependent Retention Dynamics in Fine-Tuned Image Classifiers

arXiv Apr 13, 2026
Fine-tuning pretrained image classifiers is standard practice, yet which individual samples are forgotten during this process, and whether forgetting patterns are stable or architecture dependent, remains unclear. Understanding these dynamics has dir... read more 
Machine Learning cs.AI

Continuous Adversarial Flow Models

arXiv Apr 13, 2026
We propose continuous adversarial flow models, a type of continuous-time flow model trained with an adversarial objective. Unlike flow matching, which uses a fixed mean-squared-error criterion, our approach introduces a learned discriminator to guide... read more 
Machine Learning cs.CV

SVD-Prune: Training-Free Token Pruning For Efficient Vision-Language Models

arXiv Apr 13, 2026
Vision-Language Models (VLM) have revolutionized multimodal learning by jointly processing visual and textual information. Yet, they face significant challenges due to the high computational and memory demands of processing long sequences of vision t... read more 
Computer Vision and Pattern Recognition cs.AI

CLAY: Conditional Visual Similarity Modulation in Vision-Language Embedding Space

arXiv Apr 13, 2026
Human perception of visual similarity is inherently adaptive and subjective, depending on the users' interests and focus. However, most image retrieval systems fail to reflect this flexibility, relying on a fixed, monolithic metric that cannot incorp... read more 
Computer Vision and Pattern Recognition cs.AI
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