Benoit Huet
130 papers 109 citations h-index 3 1996–2026
Maximum Roaming Multi-Task Learning
Multi-task learning has gained popularity due to the advantages it provides with respect to resource usage and performance. Nonetheless, the joint optimization of parameters with respect to...
3D-Morphomics, Morphological Features on CT scans for lung nodule malignancy diagnosis
Pathologies systematically induce morphological changes, thus providing a major but yet insufficiently quantified source of observables for diagnosis. The study develops a predictive model of the...
The MeMAD Submission to the WMT18 Multimodal Translation Task
This paper describes the MeMAD project entry to the WMT Multimodal Machine Translation Shared Task. We propose adapting the Transformer neural machine translation (NMT) architecture to a...
Semantic and Visual Similarities for Efficient Knowledge Transfer in CNN Training
In recent years, representation learning approaches have disrupted many multimedia computing tasks. Among those approaches, deep convolutional neural networks (CNNs) have notably reached human...
Performance vs Consistency: Evaluating a Foundation Model in Lung-RADS Screening
Foundation models have recently demonstrated strong capabilities across a wide range of medical imaging tasks. However, their performance in structured clinical interpretation settings remains...