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Semantic search over videos using Gemini Embedding 2 or Qwen3-VL.

4,243 starsPython

Search dashcam footage by describing what happened

by sohamrj·Mar 19, 2026·6 points·0 comments
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AI Analysis

●MidShip It

Gemini video embeddings for dashcam search when Google Photos already indexes footage.

Strengths
  • •Gemini Embedding 2 projects raw video pixels into same 768-dim space as text
  • •Auto-trims matching clips with ffmpeg and saves timestamped output files
  • •Configurable chunk duration and overlap parameters for tuning recall
Weaknesses
  • •Requires Gemini API key—no offline embedding option for privacy-conscious users
  • •Video search category already served by Google Photos, AWS Rekognition, Azure Video Indexer
Category
AI/ML
Target Audience

Dashcam users, fleet operators, security teams

Similar To

Google Photos · AWS Rekognition · Azure Video Indexer

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