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  • Preprocessing: contrast enhancement, morphological ops, temporal median filtering to suppress transient overlays.

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    We propose an end-to-end system to automatically obtain, align, and install subtitles for the film "Mistreated Bride" (assumed to be a copyrighted movie). The paper covers legal/ethical considerations, dataset creation, subtitle detection and extraction methods (OCR, audio-to-text, forced alignment), neural models for subtitle enhancement (ASR fine-tuning, punctuation, speaker diarization, translation), quality evaluation metrics, and a deployment blueprint (desktop and browser extension installers, integration with media players). We emphasize respecting copyright and recommend using this pipeline only with legally obtained media or open-license content. If you want the subtitles permanently burned into

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