---
title: "Reconstructed Slides: Cohere for VPs of AI: Vivek Muppalla"
category: "slides"
video_id: "u3NofYYstaY"
sourceLabels: ["Cropped public YouTube video frames", "Local OpenCV slide-region detection", "Local RapidOCR"]
---

# Reconstructed Slides: Cohere for VPs of AI: Vivek Muppalla

## Source Video
[Cohere for VPs of AI: Vivek Muppalla](https://www.youtube.com/watch?v=u3NofYYstaY)

## Method
This deck is reconstructed from the existing video frame captures by detecting likely slide regions with OpenCV, cropping/upscaling those regions, deduplicating similar crops, and OCRing the cropped slide images locally. It is a cleaner companion to the full-stage frame deck.

## Reconstructed Slides
![[assets/reconstructed-slides/u3NofYYstaY/slide-001.jpg]]

- Source frame: `slide-001.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `158.33`
![[assets/reconstructed-slides/u3NofYYstaY/slide-002.jpg]]

- Source frame: `slide-002.jpg`
- Crop: `contour` `[0, 0, 960, 540]` score `176.85`
![[assets/reconstructed-slides/u3NofYYstaY/slide-003.jpg]]

- Source frame: `slide-003.jpg`
- Crop: `contour` `[0, 0, 960, 540]` score `177.15`
![[assets/reconstructed-slides/u3NofYYstaY/slide-004.jpg]]

- Source frame: `slide-004.jpg`
- Crop: `contour` `[0, 0, 960, 540]` score `177.1`
![[assets/reconstructed-slides/u3NofYYstaY/slide-005.jpg]]

- Source frame: `slide-005.jpg`
- Crop: `contour` `[0, 0, 960, 540]` score `176.73`
![[assets/reconstructed-slides/u3NofYYstaY/slide-006.jpg]]

- Source frame: `slide-006.jpg`
- Crop: `contour` `[0, 0, 960, 540]` score `176.9`
![[assets/reconstructed-slides/u3NofYYstaY/slide-007.jpg]]

- Source frame: `slide-007.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `170.98`
![[assets/reconstructed-slides/u3NofYYstaY/slide-008.jpg]]

- Source frame: `slide-008.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `171.11`
![[assets/reconstructed-slides/u3NofYYstaY/slide-009.jpg]]

- Source frame: `slide-009.jpg`
- Crop: `full` `[0, 0, 960, 540]` score `171.43`
## Dense Scene-Detected Slide Candidates
- [[youtube-u3NofYYstaY-dense-slides]]