Dense Slides: Teaching Gemini to Speak YouTube: Adapting LLMs for Video Recommendations to 2B+DAU - Devansh Tandon
Source Video
Teaching Gemini to Speak YouTube: Adapting LLMs for Video Recommendations to 2B+DAU - Devansh Tandon
Method
This deck is slide-only. The existing captured video frame set supplies candidate frames, then local OpenCV rejects sponsor/title/speaker-only frames, crops visible slide surfaces, deduplicates, and saves the cropped slide images.
Cropped Visible Slides

- Source scene image:
frame-00003.jpg - Crop:
visible-slide-crop[0, 37, 960, 503]score177.22 - Slide-only rule:
visual-bright-slide

- Source scene image:
frame-00005.jpg - Crop:
visible-slide-crop[0, 37, 960, 503]score176.53 - Slide-only rule:
visual-bright-slide

- Source scene image:
frame-00008.jpg - Crop:
visible-slide-crop[0, 37, 960, 503]score176.37 - Slide-only rule:
visual-bright-slide

- Source scene image:
frame-00019.jpg - Crop:
visible-slide-crop[0, 37, 960, 503]score177.17 - Slide-only rule:
visual-bright-slide

- Source scene image:
frame-00023.jpg - Crop:
visible-slide-crop[0, 37, 960, 503]score177.68 - Slide-only rule:
visual-bright-slide