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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.

168,742 papers · 148 categories

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2 results for “Meningioma”

The ASNR-MICCAI Brain Tumor Segmentation (BraTS) Challenge 2023: Intracranial Meningiomacs.CV

Challenge aims to develop automated meningioma MRI segmentation models.

problem Lack of automated, objective tools for meningioma assessment.

method Develop and evaluate models on largest annotated dataset.

result Improved care of patients with meningioma through automated segmentation.

Meningioma MRI Segmentation BraTS Challenge Automated Diagnosis Radiology

2023-05-12abs ↗pdf ↗

Hierarchical Spatio-Channel Clustering for Efficient Model Compression in Medical Image Analysiscs.CV

This paper proposes a new method to compress CNNs for medical image analysis, improving efficiency and accuracy.

problem Large memory and computational requirements of CNNs in resource-constrained environments.

method Hierarchical spatio-channel low-rank compression framework that partitions feature maps into spatial regions and groups channels according to co-activation patterns within each region.

result The proposed method achieves significant FLOP reduction, inference speed-up, and improved classification accuracy compared to existing methods.

CNN compression medical image analysis low-rank decomposition spatio-channel clustering resource-constrained environments

2026-04-25abs ↗pdf ↗