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Vision-Language Models in Ultrasound Imaging: A Comprehensive Review.

Tang Z, Zhang S, Wang H, Shao W et al. • Journal of imaging (2026)

PMC PMC Public Access (View-Only) DOI: 10.3390/jimaging12100493 PMC: PMC13705936

A SAM2 and VLM-Based Automatic Radiological Reporting System for Pneumothorax Detection

Savaş Tunçer, Mustafa Yıldırım, Özal Yıldırım • Biomedicines (2026)

Background/Objectives: Pneumothorax, caused by air accumulation in the pleural space, can lead to lung collapse and, if diagnosis is delayed, respiratory or cardiovascular deterioration. Most deep-learning studies on pneumothorax address cl...

DOAJ Open Access (DOAJ) DOI: 10.3390/biomedicines14102312

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Seeing through experts' eyes: a foundational vision-language model trained on radiologists' gaze and reasoning.

Lee K, Jing P, Zhang Z, Yang Y et al. • Npj Artificial Intelligence (2026)

PMC PMC Public Access (View-Only) DOI: 10.1038/s44387-026-00136-9 PMC: PMC13736516

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