MagiaTimeline

Extracts precise subtitle timing from videos with embedded, unstructured subtitle text.

Desktopfree

A computer-vision tool that automatically extracts subtitle timing from videos where the original subtitle text is burned into the frame, producing a structured .ass subtitle file. It's aimed at fan translators who otherwise have to manually time each subtitle line by hand, and it runs without requiring a GPU. Offers both a command-line workflow and an experimental GUI.

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