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Anatomy-Aware Synthesis of Post-Contrast Breast MRI from Pre-Contrast Images

We developed an anatomy-aware deep learning framework to synthesize post-contrast breast MRI from pr...

Mammo-LIFE: Longitudinal Mammographic Imaging and Clinical Feature Enrichment for Post-Radiotherapy Outcome Prediction

Recent advances in Artificial Intelligence (AI)-powered Computer-Aided Diagnosis (CAD) systems have ...

Leveraging Large Language Models for Colorectal Cancer Symptom Extraction from MIMIC-IV Clinical Notes

Background: Much of the symptom burden in colorectal cancer (CRC) patients is documented in unstruct...

AVTrace: Diagnosing Audio-Visual Temporal Reasoning in Omni Models

Omni models can describe video content, but can they locate events in time, preserve event order, an...

Evolving Error States: Failure-Aware Progressive Repair for Ultrasound Lesion Segmentation

Reliability under sparse and heterogeneous failures remains a fundamental challenge for medical imag...

PiPS: Post-Hoc Prototypical Explanations for Interpretable Semantic Segmentation

With the increasing deployment of deep neural networks in critical systems, such as medical diagnost...

Automated Perceptually-Motivated Assessment of Photographic Consistency in Paired Clinical Photographs: Pipeline Development and Internal Evaluation

Purpose: Paired pre- and post-operative photographs are the standard unit of evidence for plastic su...

A Conservative OCR-Enabled Workflow for R214 Sodium Screening of South African Packaged Foods

Using food package images to monitor sodium and salt content against South Africa's R214 sodium limi...

SAM3-O2D2: Zero-Shot Object Out-of-Distribution Detection by Object Class Prompting of the SAM3-Image Model

Object detectors have shown remarkable performance in various fields, among these medical imaging, s...

Explainable Temporal Attention-based Defect Detection For Fillet Joints in Real-Time Gas Metal Arc Welding Based on Multi-modal Data

Deep learning is an efficient technique to monitor the real time welding process, reducing post-weld...

The Accuracy Paradox: Empirical Diagnostic of Default Decision Thresholds in Multi-Label Enzyme Commission Prediction [With Code]

Automated prediction of Enzyme Commission (EC) numbers plays a central role in functional annotation...

Sharpening the Ensemble: An SSIM-Aligned Residual Refiner for Brain-MRI Inpainting Post-Processing

Brain-MRI inpainting replaces a masked region of a scan with synthesized, anatomically plausible hea...

Quantum-Grassmann-Plucker Token Mixing for Deep Learning-Based Post-Disaster Damage Assessment

Timely post-disaster building damage assessment from satellite imagery is a critical engineering dec...

InspectorGPT: A Comparative Reasoning Enhanced VLM for Comprehensive Industrial Anomaly Detection

Industrial anomaly detection is a critical component of modern manufacturing. Most traditional unsup...

Resting-state EEG network markers differentiate people with epilepsy and functional seizures

Background: Distinguishing epilepsy from functional/dissociative seizures (FDS) is an ongoing diagno...

Intent Drift in LLM-Assisted Brain Computer Interface Communication: An In-Silico Benchmark Under Simulated Decoder Corruption

Background Large language models are increasingly proposed to post-edit decoded text in communicatio...

MVC-Bench: Benchmarking Calibration of Medical Vision-Language Models

Reliable evaluation of vision-language models (VLMs) and medical vision-language models (Medical-VLM...

High-Throughput Observational Evidence Generation Using Linked Electronic Health Record and Claims Data

Background: Many of the most consequential treatment decisions concern patients and comparisons that...

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