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 / Contribution A. Radford, L. Metz, and S. Chintala. Unsupervised representation learning with deep convolutional generative adversarial networks. In ICLR, 2016.
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
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
Results
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