All projects

Windows Desktop Application

Advanced Video QA System

Desktop AI video question-answering application with multimodal audio-visual indexing, exact timestamp citations, and a standalone Windows installer.

GitHub RepoDownload .exe Installer

Problem

Finding specific moments or verifying statements across hours of video lectures, webinars, or surveillance footage requires tedious manual scrubbing.

Implementation and contribution

Video ingestion, transcript retrieval and timestamp-based question answering are described in the existing project documentation and resume. The portfolio includes desktop workflow screenshots and a Windows installer.

Architecture

Python Multiprocessing + Whisper Audio Transcription + Vision LLM Provider + InnoSetup Packaging

Trade-offs and limitations

Transcription and model responses may be inaccurate. Model-provider features can require an API connection; a desktop package does not imply all inference is offline.

Evidence and availability

Source repository and release download are available. Installer execution, inference quality and timing were not independently tested in this portfolio review.

Technologies

  • Python
  • PyQt / Desktop UX
  • OpenCV
  • Whisper
  • Gemini Vision
  • InnoSetup
  • Windows Desktop

Workflow screenshots

Advanced Video QA System workflow screenshot 1
Advanced Video QA System · Screenshot 1
Advanced Video QA System workflow screenshot 2
Advanced Video QA System · Screenshot 2
Advanced Video QA System workflow screenshot 3
Advanced Video QA System · Screenshot 3
Advanced Video QA System workflow screenshot 4
Advanced Video QA System · Screenshot 4
Advanced Video QA System workflow screenshot 5
Advanced Video QA System · Screenshot 5

Descriptions are grounded in the existing portfolio and available project material. Unsupported benchmarks are not presented as verified results.

Discuss this project