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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.

168,786 papers · 148 categories

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4 results for “clinical-grade”
MimickNet, Matching Clinical Post-Processing Under Realistic Black-Box Constraintseess.IV

MimickNet approximates clinical ultrasound post-processing without proprietary data.

problem Matching proprietary clinical-grade ultrasound post-processing techniques.
method Deep learning framework MimickNet that transforms raw DAS beams into post-processed images.
result MimickNet achieves high SSIM scores (0.930-0.967) on test sets.
ultrasoundpost-processingdeep learningimage formationclinical-grade
2019-08-15abs ↗pdf ↗
Interpretable and synergistic deep learning for visual explanation and statistical estimations of segmentation of disease features from medical imagesstat.ML

Study compares DL models for medical image segmentation, finds synergistic ensemble strategies improve performance.

problem Improving DL models for specialized medical image segmentation using transfer learning.
method Detailed comparisons of TII and LMI models for binary segmentation of medical images.
result Ensemble strategies improve performance by 10% in certain scenarios.
Deep LearningMedical ImagingTransfer LearningSegmentationEnsemble Methods
2020-11-11abs ↗pdf ↗