Visualizing the Attention Maps

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SEGFORMERS Exploration

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  • Enter Segformers

Attention & Transformers

  • Introduction to Segformers
  • What is Attention?
  • Recap: The Attention Timeline
  • Other Types of Attention
  • How to Visualize Attention Maps without Code2
  • Transformers
  • Attention & Transformers Q&A3
  • Segformer Networks2
  • Mini-Workshop: Visually Understanding Query, Key, and Value4

Vault: Research Paper Study 🔐

  • Attention is all you need (2017)1
  • An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale (2021)
  • SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers (2021)
  • Karpathy on Transformers

Segformers Workshop

  • The Segformers Starter Block Workshop
  • Block 1 — Overlap Patch Embeddings
  • Block 2 — Efficient Self-Attention2
  • Block 3 — Mix FFNs2
  • Assemble: The Transformer Block2
  • Workshop SegFormer: Part 13
  • Workshop SegFormer: Encoder
  • Workshop SegFormer: Decoder
  • Workshop Segformer: Train & Run10
  • Visualizing the Attention Maps2
  • Bonus: Drivable Area Detection Notebook
  • Hourra!