Characters Are Like FacesDownload PDF

01 Mar 2023 (modified: 13 Apr 2023)Submitted to Tiny Papers @ ICLR 2023Readers: Everyone
Keywords: OCR, Face Recognition, Chinese Character Recognition
TL;DR: We try using MobileFaceNetV3 to recognition over 74,000 Chinese characters and it works fine.
Abstract: There are over 100,000 characters in Chinese, though only four thousand of them are used in our daily life. However for cultural researchers, they interact with those Rarely Used Characters (RUCs) frequently. It would facilitate using these RUCs for them with Optical Character Recognition (OCR) technology. Nevertheless, the current OCR methods, no matter regression based or classification based, are difficult to recognize such a huge amount of characters. In this work, we simply treat characters like human faces and adopt the MobileFaceNetV3 to recognize over 74,000 Chinese characters included in Unicode. A demo can be seen at http://risingentropy.top/OCR.html. All source code:https://github.com/RisingEntropy/Characters-Are-Like-Faces
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