On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

Trend · papers per month

count % of corpus

2 results for “nnU-Net”

Lung tumor segmentation in MRI mice scans using 3D nnU-Net with minimum annotationseess.IV

This study improves lung tumor segmentation in mice MRI scans with nnU-Net, reducing annotation needs.

problem Accurate lung tumor segmentation in mice MRI scans for drug discovery.

method Optimized nnU-Net 3D model for lung tumor segmentation with minimal annotations.

result nnU-Net 3D models outperform 2D models in MRI mice scans, requiring fewer annotations.

lung tumor segmentation MRI mice nnU-Net deep learning pre-clinical drug development

2024-11-01abs ↗pdf ↗

A Systematic Benchmark of Intraoperative Ultrasound-to-MR Synthesis for Brain Tumour Surgerycs.CV

A benchmark evaluates ioUS-to-MR synthesis methods for brain tumor surgery.

problem Difficult interpretation of ioUS images for brain tumor surgery.

method Six generators trained under four inference regimes and two targets on public data.

result SynDiff-2.5D best preserved downstream segmentation (U_Dice=0.55).

brain tumor surgery intraoperative ultrasound MRI synthesis image fidelity downstream segmentation

2026-05-30abs ↗pdf ↗