Image to Text

This OCR tool converts images to text, enabling digital transcription of printed content from photos, scans, or screenshots. It is designed for editors, researchers, and developers who need machine-readable text from images for indexing, search, or data pipelines.
Conceptually, the workflow includes image preprocessing to reduce noise and correct skew, followed by layout analysis and character recognition using language-aware models. Post-processing applies spelling corrections and formatting decisions to improve readability.
Output options include plain text and structured JSON with optional metadata such as detected language and per-word confidence. The tool reports a global confidence score to aid quality control and integration into downstream workflows.
Use cases include digitizing invoices, archival documents, academic papers, and screenshots from research or fieldwork. It emphasizes accuracy, multilingual support, and straightforward export to downstream systems.