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Open access Oct 2026

Impact of DWI quality and tumor complexity on deep learning-based segmentation of rectal cancer using multicenter MRI data

Deep learning-based segmentation achieved performance comparable to expert reader agreement; increased tumor complexity reduced segmentation performance, whereas DWI quality had no significant impact.

J. V. van Griethuysen, D. Lambregts, N. Schurink et al. · 0 citations
#artificial intelligence Review Apr 2026

Deep Learning-Based Segmentation of Peritoneal Cancer Index Regions from CT Imaging

This work presents the first deep learning approach to automatically segment 13 rPCI regions on CT and introduces an anatomically constrained pipeline that trains on merged super-regions and splits them during post-processing using TotalSegmentator landmarks at the hips and the ligament of Treitz.

Pieter C. Gort, Lotte J. S. Fleurkens-Ewals, L. D. Kampmeijer et al. · 1 citation

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