Retrieval-Augmented Layout Transformer for Content-Aware Layout Generation

1 code implementation • 22 Nov 2023 • Daichi Horita, Naoto Inoue, Kotaro Kikuchi, Kota Yamaguchi, Kiyoharu Aizawa

We show that a simple retrieval augmentation can significantly improve the generation quality.

Retrieval

Towards Flexible Multi-modal Document Models

1 code implementation • CVPR 2023 • Naoto Inoue, Kotaro Kikuchi, Edgar Simo-Serra, Mayu Otani, Kota Yamaguchi

Creative workflows for generating graphical documents involve complex inter-related tasks, such as aligning elements, choosing appropriate fonts, or employing aesthetically harmonious colors.

Multi-Task Learning Position

LayoutDM: Discrete Diffusion Model for Controllable Layout Generation

1 code implementation • CVPR 2023 • Naoto Inoue, Kotaro Kikuchi, Edgar Simo-Serra, Mayu Otani, Kota Yamaguchi

Controllable layout generation aims at synthesizing plausible arrangement of element bounding boxes with optional constraints, such as type or position of a specific element.

Position

Generative Colorization of Structured Mobile Web Pages

1 code implementation • 22 Dec 2022 • Kotaro Kikuchi, Naoto Inoue, Mayu Otani, Edgar Simo-Serra, Kota Yamaguchi

The web page colorization problem is then formalized as a task of estimating plausible color styles for a given web page content with a given hierarchical structure of the elements.

Colorization Efficient Exploration +1

Constrained Graphic Layout Generation via Latent Optimization

1 code implementation • 2 Aug 2021 • Kotaro Kikuchi, Edgar Simo-Serra, Mayu Otani, Kota Yamaguchi

We optimize using the latent space of an off-the-shelf layout generation model, allowing our approach to be complementary to and used with existing layout generation models.