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Combined feature representations, VQA, captioning, saliency maps

Learning Goals

  • Understand tradeoffs between various architectures for combining textual and visual feature representations
  • Understand advanced usages of attention

Exercises

  • fast.ai: 10-11: DeViSE
  • cs231n: 3-3 (15%): Network Visualization: Saliency maps, Class Visualization, and Fooling Images
  • cs231n: 3-2 (30%): Image Captioning with LSTMs
  • cs231n: 3-1 (25%): Image Captioning with Vanilla RNNs