Search Results for author: Wenrui Fan

Found 2 papers, 0 papers with code

Multimodal Variational Autoencoder for Low-cost Cardiac Hemodynamics Instability Detection

no code implementations20 Mar 2024 Mohammod N. I. Suvon, Prasun C. Tripathi, Wenrui Fan, Shuo Zhou, Xianyuan Liu, Samer Alabed, Venet Osmani, Andrew J. Swift, Chen Chen, Haiping Lu

In response to these limitations, we propose a novel multimodal variational autoencoder ($\text{CardioVAE}_\text{X, G}$) to integrate low-cost chest X-ray (CXR) and electrocardiogram (ECG) modalities with pre-training on a large unlabeled dataset.

MeDSLIP: Medical Dual-Stream Language-Image Pre-training for Fine-grained Alignment

no code implementations15 Mar 2024 Wenrui Fan, Mohammod Naimul Islam Suvon, Shuo Zhou, Xianyuan Liu, Samer Alabed, Venet Osmani, Andrew Swift, Chen Chen, Haiping Lu

Moreover, a novel vision-language Prototypical Contr-astive Learning (ProtoCL) method is adopted in MeDSLIP to enhance the alignment within the anatomical and pathological streams.

Anatomy Contrastive Learning +1

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