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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.

168,982 papers · 148 categories

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0111 · Jul 201919922001200920172026
1 result for “symbolic-to-real”
Data augmentation with Symbolic-to-Real Image Translation GANs for Traffic Sign Recognitioncs.CV

GANs generate new traffic sign images to improve recognition accuracy.

problem Lack of data limits SqueezeNet's performance in traffic sign recognition.
method Applied pix2pix GANs to translate symbolic sign images to real ones for data augmentation.
result Data augmentation with GANs increased classification accuracy for traffic signs.
GANsdata augmentationtraffic sign recognitionimage translationsymbolic-to-real
2019-07-17abs ↗pdf ↗