Model reference · open weights

manga-ocr

manga-ocr is an open-weight language model from kha-white, listed in the AxForge catalogue. AxForge can bring it up on EU-owned hardware for you on request — with the licence handled where one is required.

LLMs kha-white 1 variants 788k downloads/mo
Request this model on EU hardware All served models Not on the shared API today — deployed on request.

About

What manga-ocr is

Manga OCR Optical character recognition for Japanese text, with the main focus being Japanese manga. It uses Vision Encoder Decoder framework. Manga OCR can be used as a general purpose printed Japanese OCR, but its main goal was to provide a high quality text recognition, robust against various scenarios specific to manga: - both vertical and horizontal text - text with furigana - text overlaid on images - wide variety of fonts and font styles - low quality images Code is available here.

Summarised from the published model card. Read the full card on the HuggingFace links below.

Specifications

What it is

Makerkha-white
TypeLanguage models
Variants1
Runs withtransformers
Released2022-03-02
Popularity788k downloads / month
Likes179
LicenceOpen weights

How it works

How language models work

Your prompttext / messagesTransformerattention over tokensNext-token loopgenerate + streamResponsetext · tool callsA language model reads your tokens and predicts the next one, again and again, streaming the reply back.

Variants

Sizes & precisions

Open weights ship in several sizes and precisions. One page, all the variants — pick the one that fits your GPU. VRAM figures are estimates from model size.

VariantParamsPrecisionVRAMFits 16 GBWeights
manga-ocr-baseBF16Weights ↗

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys manga-ocr for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (manga-ocr below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/chat/completions \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"manga-ocr","messages":[{"role":"user","content":"Hello"}]}'

Details

Languages, data & research

Languages

ja

Trained / evaluated on

manga109s

Tags

transformers pytorch vision-encoder-decoder image-text-to-text image-to-text ja dataset:manga109s endpoints_compatible

Licence

Open weights

Open weights under apache-2.0 — commercial use is permitted. Deploy it on AxForge EU hardware on request. Read the licence ↗

Sources

Weights & code

Want manga-ocr on EU-owned hardware?

Request this model on EU hardware See what’s served now

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