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Martijn Oldenhof

3 accepted papers

2024

Atom-Level Optical Chemical Structure Recognition with Limited Supervision

CVPR 2024poster

Identifying the chemical structure from a graphical representation or image of a molecule is a challenging pattern recognition task that would greatly benefit drug development. Yet existing methods for chemical structure recognition do not typically generalize well and show diminished effectiveness…

2023

Industry-Scale Orchestrated Federated Learning for Drug Discovery

AAAI 2023technical

To apply federated learning to drug discovery we developed a novel platform in the context of European Innovative Medicines Initiative (IMI) project MELLODDY (grant n°831472), which was comprised of 10 pharmaceutical companies, academic research labs, large industrial companies and startups. The MEL…

Cited by 48SourcePDFScholar
2023

Weakly Supervised Knowledge Transfer with Probabilistic Logical Reasoning for Object Detection

ICLR 2023poster

Training object detection models usually requires instance-level annotations, such as the positions and labels of all objects present in each image. Such supervision is unfortunately not always available and, more often, only image-level information is provided, also known as weak supervision. Rece…