Outline

[johko]

Hello everyone,

Together with my collaborators, we've drafted a curriculum for our section. We're keen on getting feedback from the HF team during our writing. Here's what we've got so far:

Proposed Curriculum
INTRODUCTION (introduction-to-video.mdx)

• What is a Video? – Delving into the Basic Concept (Assigned to @DiwakarBasnet, Estimated: by Nov 25th)
• Role of Video Processing in AI and CV (Assigned to @wonhyeongseo, Estimated: by Nov 25th)

VIDEO PROCESSING BASICS (video-processing-basics.mdx)

• Video vs. Image – Exploring Key Processing Differences (Assigned to @DiwakarBasnet, Estimated: by Nov 25th)
• Temporal Continuity & Motion Estimation (Assigned to @DiwakarBasnet, Estimated: by Nov 25th)
• Key Techniques: Stabilization, Background Subtraction, and Object Tracking

DEEP LEARNING FOR VIDEO (deep-learning-for-video.mdx)

• Overview of Previous SOTA Models – Including 3D CNNs like (2+1)D Resnets and Two Stream Nets (Assigned to @sazio , Time: To be specified)
• Transformers in Video Processing – Highlighting differences in ViT for Image vs. Video (Assigned to @DiwakarBasnet and @sazio , Time: To be specified)
• Key Applications: Action Recognition and Video Captioning

PRACTICAL APPLICATIONS & CHALLENGES (applications-and-challenges.mdx)

• Practical Applications: Surveillance, Streaming, Autonomous Driving, AR/VR, Healthcare, and Sports Analytics (Note: Might be too much; consider narrowing down for depth, Assigned to @sanae-a11y, Estimated: To be specified)
• Challenges: Real-time Constraints & Privacy Concerns (Assigned to @wonhyeongseo, Estimated: by Nov 25th)

HANDS-ON DEMO (Jupyter Notebooks)

• Simple Video Stabilization
• Object Tracking
• Action Recognition
• Video Summarization

cc. @DiwakarBasnet @sazio @sanae-a11y @jungnerd
bcc. @johko @lunarflu @merveenoyan

With our curriculum now finalized and our initial meeting behind us, we're eager to write the contents. Here are some things to keep in mind while writing:

Currently, we're leaning towards PyTorch as our primary library for the demos and internal scripts. https://github.com/johko/computer-vision-course/issues/26 and https://github.com/johko/computer-vision-course/issues/25.

[jungnerd]

Hi, @johko 👋
My teammates and I are working on this unit right now, however the issue of this unit is closed.
Should we open new issue about this unit?

[johko]

Hey @jungnerd , I closed all the chapter content issues that existed in the "Issues" section, but you can always feel free to open a new issue here in the "Discussion" section if it helps you to keep track/stay organized