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Author

Fons van der Sommen

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Preprint Sep 2026

Flow-TAG: Flow-based conditional latent transport for accurate spline approximation and data compression

Robust curve fitting is essential in computer-aided design for transforming noisy, discrete data into accurate geometric models that ensure numerical stability across engineering workflows. B-spline models have become the industry standard for this task, offering a flexible and reliable framework characterized by local...

Roman Pavelkin, L. A. Zavala-Mondragón, Fons van der Sommen · 0 citations
Preprint Aug 2026

Representation-driven Endoscopic Visual Embedding Alignment for Latent Generation

REVEAL (Representation-driven Endoscopic Visual Embedding Alignment), the largest generative foundation model for endoscopy to date, trained on GastroNet-5M (GN-5M), a multicenter dataset of 5 million endoscopic frames, delivers performance that is competitive with, and in several cases exceeds, endoscopic foundation m...

Francisco Caetano, T. Jaspers, Haiko Middeljans et al. · 0 citations

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