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.

169,051 papers · 148 categories

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2 results for “ISIC2016”

Segmentation of Skin Lesions and their Attributes Using Multi-Scale Convolutional Neural Networks and Domain Specific Augmentationscs.CV

Improved skin lesion classification with neural networks and data augmentation.

problem Skin lesion classification accuracy improvement.

method Multi-scale convolutional neural networks and domain-specific image augmentation.

result Proposed method outperforms state-of-the-art approaches on ISIC2016 and ISIC2017 tasks.

skin lesions convolutional neural networks augmentation ISIC2016 ISIC2017

2018-09-23abs ↗pdf ↗

Deep Bayesian Active Learning with Image Datacs.LG

Even though active learning forms an important pillar of machine learning, deep learning tools are not prevalent within it. Deep learning poses several difficulties when used in an active learning setting. First, active learning (AL) methods generally rely on being able to learn and update models from small amounts of …

2017-03-08abs ↗pdf ↗