OCR checklist
Comic OCR translation QA checklist
A neutral review checklist for manga, manhwa, manhua, webtoon, and comic OCR translation tests. Use it before sending samples to editors, maintainers, moderators, directories, or partners.
This checklist is intentionally useful without requiring a product link. It helps reviewers separate sample permission, OCR completeness, reading order, glossary review, and public sharing decisions.
Use approved samples first. Nayovi does not host chapters or replace rights-holder permission for public translation examples.
Review steps
What to verify before judging translation quality
Most translation complaints start earlier in the workflow: missing text, bad grouping, unclear rights, or glossary drift.
Responsible sample scope
Confirm the sample is owned, public-domain, an official preview, creator-approved, or otherwise permission-approved for OCR and translation testing.
Do not use platform catalog pages, paid chapters, or third-party scans as public demo material without explicit permission.
Keep source, permission status, language pair, and review date with the QA notes.
Do not share translated output publicly until the permission status supports that use.
Pre-OCR capture
Confirm the full page, double-page spread, or long-strip segment is present before OCR starts.
Check that speech bubbles, narration boxes, side comments, small labels, handwritten effects, and vertical text are visible enough to inspect.
Record whether the sample is manga, manhwa, manhua, webtoon, western comic, or mixed format because reading order changes the review.
Keep a copy of the original page image beside the OCR output during review.
OCR completeness
Count whether all visible text regions were detected.
Flag missing text regions before judging translation quality.
Mark uncertain regions where stylized lettering, low contrast, or small print may need manual correction.
Keep original OCR text visible so reviewers can distinguish OCR mistakes from translation mistakes.
Reading order and grouping
Compare OCR block order with the page reading flow.
Check that unrelated speech bubbles, captions, and sound effects were not merged into one translation unit.
Check that a single sentence split across bubbles has not been separated in a way that changes meaning.
Review long-strip ordering separately from page-by-page ordering.
Translation review
Track glossary decisions for names, places, ranks, techniques, honorifics, and recurring terms.
Verify that speaker tone and relationship context survive the translation.
Check that UI labels, source names, filenames, and other non-dialogue metadata were not translated accidentally.
Review failed OCR blocks before retrying translation so the model is not asked to fix missing or corrupted input.
Share or submit decision
For public examples, include only approved samples and summarize sensitive details when permission is narrow.
For GitHub or newsletter submissions, use this checklist as the resource and mention Nayovi only when the context allows affiliation disclosure.
For forums, Reddit, Q&A, or community replies, use a no-link version unless product links are explicitly allowed and useful.
For Android reviewers and directories, pair the checklist with official source links, support path, pricing, privacy, terms, and responsible-use notes.
Citation ready
How to use this checklist in public
The safest distribution path is to make the checklist useful on its own, then add the Nayovi product link only when the audience asks for implementation details.
Who should cite itUse this page for Android reviewers, OCR resource maintainers, localization editors, moderators, and creator-platform teams that need a product-light quality checklist.
Best link contextPair the checklist with approved-sample notes, screenshot packets, reviewer-code requests, or maintainer questions instead of a generic app-install pitch.
When to omit the linkSkip the URL in communities that restrict self-promotion, unanswered moderation threads, or conversations where a no-link workflow answer is enough.
DisclosureWhen Nayovi is mentioned, disclose the relationship and keep the useful checklist separate from claims about app rankings, endorsements, or third-party approval.
Citation ladder
No-link-first and escalation path
This section helps keep community replies safe: add process guidance first, then add source links only if the thread needs official implementation details.
1) Value firstStart each reply with the process checks: permission scope, OCR completeness, reading order, glossary consistency, and sharing decision.
2) Link only when neededInclude official links only if the audience asks for implementation details such as official source, pricing, support, or review access.
3) Keep boundaries explicitKeep no chapter-hosting, no-catalog-processing, and rights-sensitive use explicit so reviews do not overstate official guarantees.
4) Stop on riskPause distribution if the target requires paid placement, reciprocal links, hidden redirects, unsupported verification claims, or mirror-first APK handling.
Source pages
Official pages for link-safe follow-up
Use these URLs only when the contact asks for implementation context and publication rules allow direct links.
Primary guidehttps://tachiyomiat.com/guides/comic-ocr-translation-checklist
Official onboardinghttps://tachiyomiat.com/download
Support and pricing detailshttps://tachiyomiat.com/pricing
Review help and pilot pathhttps://tachiyomiat.com/guides/permission-safe-manga-translation-pilot
Research context
Quality checks that belong before translation
Current manga OCR and document-understanding work reinforces the same practical rule: missing text regions and bad segmentation should be recorded before anyone scores the translated sentence.
Missing regionsTreat undetected bubbles, captions, sound effects, and small labels as OCR failures before judging translation quality.
Segmentation driftFlag under-segmented or over-merged speech balloons because a fluent translation can still be based on the wrong text unit.
Transcription checksKeep original OCR text visible so reviewers can separate transcription mistakes from glossary, tone, or model-output mistakes.
Evidence standardUse current manga OCR research as context only; do not imply dataset access, benchmark performance, or third-party endorsement without proof.
Distribution fit
Where this checklist can be shared safely
Use the checklist as a quality resource first. A Nayovi product link belongs only when the target accepts official implementation details.
Newsletter fitSubmit this checklist only as a technical resource about OCR review, approved samples, and Android trust. Do not pitch it as consumer app news unless the editor asks for product context.
Directory fitUse AI or app directories only when they preserve the official download, pricing, support, and responsible-use links without reciprocal backlinks or mirror-first APK pages.
Community fitFor Reddit, forums, Q&A, and maintainer discussions, start with a no-link checklist summary and include a URL only when rules allow it and the link answers the question.
Partner fitFor creator platforms, publishers, and localization teams, ask for approved-sample workflow feedback instead of implying catalog processing, replacement localization, or endorsement.
Reviewer handoff
How third parties can evaluate the workflow
Use this section when a tester, directory editor, newsletter writer, or manga-media contact asks what would make the checklist reviewable.
App testersUse this checklist to define the test task before any APK upload: official source, install path, permissions, activation, OCR coverage, support route, and screenshot rules.
AI directoriesGive editors the checklist only when the listing can preserve Android APK, hosted OCR, trial plus paid-token pricing, support, and responsible-use context.
Manga mediaPitch the checklist as a visual-storytelling OCR QA resource, not as a claim that Nayovi can process catalog titles or replace licensed localization.
Research notesCite current manga OCR research as background for failure modes only. Do not claim dataset access, benchmark performance, or third-party endorsement.
Use the asset
Share it without turning it into a sales pitch
For maintainers, newsletter editors, moderators, and localization teams, lead with the checklist and disclose Nayovi affiliation only where relevant.