#contrastive-learning
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Comprehensive echocardiogram evaluation with view primed vision language AI

Echocardiography is the most widely used cardiac imaging modality, capturing ultrasound video data to assess cardiac structure and function1. Artificial intelligence (AI) in echocardiography has the potential to streamline manual tasks and improve reproducibility and precision2. However, most echocardiography AI models are single-view, single-task systems that do not synthesize complementary information from multiple views captured during a full exam3,4, and thus lead to limited performance and scope of applications.

Online learning

fromHackernoon

11 months ago

Direct Nash Optimization Beats Bigger Models with Better Data | HackerNoon

Offline contrastive training provides more valuable signals for model performance than traditional supervised fine-tuning methods.

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#contrastive-learning#contrastive-learning

Comprehensive echocardiogram evaluation with view primed vision language AI

Direct Nash Optimization Beats Bigger Models with Better Data | HackerNoon

#contrastive-learning
#contrastive-learning