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Military Medicine

Latest AI and machine learning research in military medicine for healthcare professionals.

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Camera-Agnostic Autonomous Diagnosis of Glaucomatous Optic Neuropathy using Macular Fundus Imaging and Machine Learning

Abstract Purpose: Glaucoma, a leading cause of irreversible vision loss, often remains undiagnosed d...

Towards Efficient Image Deblurring for Edge Deployment

Image deblurring is a critical stage in mobile image signal processing pipelines, where the ability ...

Sociotechnical Challenges of Machine Learning in Healthcare and Social Welfare

Sociotechnical challenges of machine learning in healthcare and social welfare are mismatches betwee...

From Performance to Practice: Knowledge-Distilled Segmentator for On-Premises Clinical Workflows

Deploying medical image segmentation models in routine clinical workflows is often constrained by on...

Artificial intelligence in bacterial diagnostics and antimicrobial susceptibility testing: Current advances and future prospects.

Recently, artificial intelligence (AI) has emerged as a transformative tool, enhancing the speed, ac...

Jul 2025 40184880
Efficient Deployment of Vision-Language Models on Mobile Devices: A Case Study on OnePlus 13R

Vision-Language Models (VLMs) offer promising capabilities for mobile devices, but their deploymen...

Emotion Recognition in Older Adults with Quantum Machine Learning and Wearable Sensors

We investigate the feasibility of inferring emotional states exclusively from physiological signal...

IPEM topical report: results of a 2024 UK survey of artificial intelligence in medical physics and clinical engineering.

Medical physics and clinical engineering (MPCE) professionals have a critical role in the safe and e...

Jul 2025 40578392
RateCount: Learning-Free Device Counting by Wi-Fi Probe Listening

A Wi-Fi-enabled device, or simply Wi-Fi device, sporadically broadcasts probe request frames (PRFs...

Diffusion-Based Image Augmentation for Semantic Segmentation in Outdoor Robotics

The performance of leaning-based perception algorithms suffer when deployed in out-of-distribution...

Adapt Your Body: Mitigating Proprioception Shifts in Imitation Learning

Imitation learning models for robotic tasks typically rely on multi-modal inputs, such as RGB imag...

Hardware acceleration for ultra-fast Neural Network training on FPGA for MRF map reconstruction

Magnetic Resonance Fingerprinting (MRF) is a fast quantitative MR Imaging technique that provides ...

[The analysis of invention patents in the field of artificial intelligent medical devices].

The emergence of new-generation artificial intelligence technology has brought numerous innovations ...

Jun 2025 40566772
Primer on large language models: an educational overview for intensivists.

The integration of artificial intelligence (AI) and machine learning-enabled medical technologies in...

Jun 2025 40506762
Fine-Tuning Large Audio-Language Models with LoRA for Precise Temporal Localization of Prolonged Exposure Therapy Elements

Prolonged Exposure (PE) therapy is an effective treatment for post-traumatic stress disorder (PTSD...

DIsoN: Decentralized Isolation Networks for Out-of-Distribution Detection in Medical Imaging

Safe deployment of machine learning (ML) models in safety-critical domains such as medical imaging...

Interpretable Depression Detection from Social Media Text Using LLM-Derived Embeddings

Accurate and interpretable detection of depressive language in social media is useful for early in...

Statistically Valid Post-Deployment Monitoring Should Be Standard for AI-Based Digital Health

This position paper argues that post-deployment monitoring in clinical AI is underdeveloped and pr...

Reliably detecting model failures in deployment without labels

The distribution of data changes over time; models operating operating in dynamic environments nee...

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