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Many early Japanese books record a large amount of information, including historical politics, economics, culture, and so on, which are all valuable legacies. These books are waiting to be reorganized at the moment. However, a large amount of the books are described by Kuzushiji, a type of handwriting cursive script that is no longer in use today and only readable by a few experts. Therefore, researchers are trying to detect and recognise the characters from these books through modern techniques. Unfortunately, the characteristics of the Kuzushiji, such as Connect‐Separate‐characters and Many‐variation, hinder the modern technique assisted re‐organisation. Connect‐Separate‐characters refer to the case of some characters connecting each other or one character being separated into unconnected parts, which makes character detection hard. Many‐variation is one of the typical characteristics of Kuzushiji …