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Ruibo Hou

2 accepted papers

2026

A TEXT-IMAGE FUSION METHOD WITH DATA AUGMENTATION CAPABILITIES FOR REFERRING MEDICAL IMAGE SEGMENTATION

ICASSP 2026poster

Deep learning relies heavily on data augmentation to mitigate limited data, especially in medical imaging. Recent multimodal learning integrates text and images for segmentation, known as referring or text-guided image segmentation. However, common augmentations like rotation and flipping disrupt sp…

Cited by 0SourcePDFScholar
2024

CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models

NeurIPS 2024poster

Artificial intelligence has significantly impacted medical applications, particularly with the advent of Medical Large Vision Language Models (Med-LVLMs), sparking optimism for the future of automated and personalized healthcare. However, the trustworthiness of Med-LVLMs remains unverified, posing s…