Learning What and Where to Draw Scott E. Reed, Zeynep Akata, Santosh - - PowerPoint PPT Presentation

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Learning What and Where to Draw Scott E. Reed, Zeynep Akata, Santosh - - PowerPoint PPT Presentation

Aug 01, 2023 274 likes •331 views

Learning What and Where to Draw Scott E. Reed, Zeynep Akata, Santosh Mohan, Samuel Tenka, Bernt Schiele, and Honglak Lee. Learning what and where to draw. CoRR, abs/1610.02454, 2016. URL http://arxiv.org/abs/1610.02454. Related Work /

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Learning What and Where to Draw

Scott E. Reed, Zeynep Akata, Santosh Mohan, Samuel Tenka, Bernt Schiele, and Honglak Lee. Learning what and where to draw. CoRR, abs/1610.02454, 2016. URL http://arxiv.org/abs/1610.02454.

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SLIDE 2

Related Work / Contribution

  • A. Radford, L. Metz, and S. Chintala. Unsupervised representation learning with

deep convolutional generative adversarial networks. In ICLR, 2016.

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Dataset

Caltech-UCSD Birds (CUB) dataset

  • Over 11k images of 200 species
  • 10 single sentence descriptions per image
  • Bounding box and up to 15 bird part x, y coordinates
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Dataset

MPII Human Pose (MPH) dataset

  • Used 19k of the 25k images (filtered out multiple people images)
  • 410 common activities
  • Keypoint coordinates for 16 joint types
  • Crowdsourced to get 3 single-sentence descriptions for each image
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Results