Specifying Object Attributes and Relations in Interactive Scene Generation

September 11, 2019 · Entered Twilight · 🏛 IEEE International Conference on Computer Vision

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Repo contents: LICENSE, README.md, images, requirements.txt, scene_generation, scripts, train.py

Authors Oron Ashual, Lior Wolf arXiv ID 1909.05379 Category cs.CV: Computer Vision Cross-listed cs.LG Citations 188 Venue IEEE International Conference on Computer Vision Repository https://github.com/ashual/scene_generation ⭐ 193 Last Checked 1 month ago

Abstract

We introduce a method for the generation of images from an input scene graph. The method separates between a layout embedding and an appearance embedding. The dual embedding leads to generated images that better match the scene graph, have higher visual quality, and support more complex scene graphs. In addition, the embedding scheme supports multiple and diverse output images per scene graph, which can be further controlled by the user. We demonstrate two modes of per-object control: (i) importing elements from other images, and (ii) navigation in the object space, by selecting an appearance archetype. Our code is publicly available at https://www.github.com/ashual/scene_generation