Adversarial Text to Continuous Image Generation

and Technology e setting of the it is a calm and eful painting this bird is black in color with a black beak and black eye rings this bird has wings that are black and white and has a small bill hair and beard is trast against the ckground this bird is white with grey and has a long pointy beak this particular bird has a belly that is gray and has black wings CUB f riding skis on a wy surface the background is so dark and the scene is kinda gloomy but art is still good i like the setting of the snow and it is a calm and peaceful painting this bird is black in color with a black beak and black eye rings this bird has wings that are black and white and has a small bill of boys playing cer on a field the green leaves on the trees look very luscious his white hair and beard is a stark contrast against the background this bird is white with grey and has a long pointy beak this particular bird has a belly that is gray and has black wings ArtEmis CUB Figure 1. Text Conditioned Extrapolation outside of Image Boundaries: The red rectangles indicate the resolution boundaries that our HyperCGAN model was trained. By design, our model can synthesize meaningful pixels at surrounding (x, y) coordinates beyond these boundaries without any explicit training. For example, it can meaningfully extend bird images with more natural details like the tail, background, and the branch of the tree.