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Turn raw Chinese manhua into clean, readable pages in English and 7 other languages. MangaGloss reads both simplified and traditional Chinese, removes the original text cleanly, and gives you an editor and glossary for a polished final pass.
Chinese manhua spans two distinct writing systems: simplified Chinese (used in mainland China) and traditional Chinese (used in Taiwan, Hong Kong, and many overseas communities). The OCR engine needs to handle both accurately, as many popular manhua series use one or the other -- and some mix both in a single work. Manhua also tends toward dense dialogue with longer sentences than Japanese manga, which means tight bubbles and text overflow are common. Layouts vary between traditional paneled pages and tall vertical-scroll strips (similar to Korean webtoons). Multi-character names like compound surnames are easy to render inconsistently across chapters without a glossary.
Our OCR engine detects and reads both simplified Chinese (简体) and traditional Chinese (繁體) characters accurately. It handles the structural differences between the two scripts -- for example, recognizing both '龙' (simplified) and '龍' (traditional) as the same character. This means manhua from mainland China, Taiwan, and Hong Kong all process correctly.
The LLM receives all text regions on the page at once, not one bubble at a time. This produces natural phrasing that accounts for the flow of conversation, character relationships, and narrative context -- instead of word-by-word output that reads like a dictionary lookup.
LaMa Large neural inpainting removes original Chinese text cleanly, even in densely illustrated panels. The translated text is typeset onto the clean art with appropriate font sizing. For tight bubbles common in dialogue-heavy manhua, the built-in editor lets you adjust font size, line breaks, and placement.
Lock character names, place names, cultivation ranks, and martial arts terms once in a per-series glossary. Chinese names with compound surnames or cultivation titles (e.g., 'Sect Leader', 'Martial Ancestor') stay consistent across every chapter you translate.
The biggest technical challenge with Chinese manhua is the script divide. Mainland Chinese manhua uses simplified characters (简体字), while works from Taiwan, Hong Kong, and many overseas Chinese communities use traditional characters (繁體字). Some series even mix both -- for example, a manhua set in historical China might use traditional characters for period authenticity while the author writes in simplified. Our OCR engine handles this automatically, detecting which script is on the page and reading it correctly without manual configuration.
Chinese manhua spans a wide range of genres that each present unique translation challenges. Cultivation and xianxia series use specialized vocabulary -- ranks, martial techniques, and spiritual concepts -- that need consistent translation across hundreds of chapters. Romance and modern-setting manhua use colloquial Chinese that differs significantly from formal written Chinese. Historical manhua may include classical Chinese phrases. The full-page context translation and per-series glossary work together to handle these genre-specific requirements.