Skip to content
VS
All work
08 /

Transcriber

Batch video transcription on the desktop.

Kind
personal project
Domain
INTELLIGENCE
Transcriber
Transcriber desktop window with video preview and transcript

Overview

A desktop tool for transcribing video in batches. It runs faster-whisper on the GPU when one is available and falls back to CPU automatically when it is not, so the same build works on any machine.

It ships as a standalone Windows executable, which is the reason it exists — a local tool that does not require a Python environment or an upload.

Pipeline

  1. Video
  2. FFmpeg
  3. faster-whisper
  4. TXT · SRT · JSON

What it does

  • 01Batch video transcription
  • 02GPU-accelerated Whisper inference with automatic CPU fallback
  • 03Keyword detection across transcripts
  • 04Video preview alongside the transcript
  • 05TXT, SRT and JSON export
  • 06Standalone Windows builds via PyInstaller

Technologies

Application

Python

PySide6

Inference & media

faster-whisper

FFmpeg

Distribution

PyInstaller