3 papers
eess.IV2026
EchoJEPA: A Latent Predictive Foundation Model for Echocardiography
Alif Munim, Adibvafa Fallahpour, Teodora Szasz +9
Foundation models for echocardiography often struggle to disentangle anatomical signal from the stochastic speckle and acquisition artifacts inherent to ultrasound. We present Echo…
cs.LG2024
ECG-FM: An Open Electrocardiogram Foundation Model
Kaden McKeen, Sameer Masood, Augustin Toma +2
Conventional task-specific electrocardiogram (ECG) analysis models require large annotated datasets to train. Foundation models mitigate this burden by leveraging self-supervised p…
cs.CV2024
GPT-4V(ision) Unsuitable for Clinical Care and Education: A Clinician-Evaluated Assessment
Senthujan Senkaiahliyan, Augustin Toma, Jun Ma +6
OpenAI's large multimodal model, GPT-4V(ision), was recently developed for general image interpretation. However, less is known about its capabilities with medical image interpreta…