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Kotaro Kikuchi

4 accepted papers

2024

Retrieval-Augmented Layout Transformer for Content-Aware Layout Generation

CVPR 2024poster

Content-aware graphic layout generation aims to automatically arrange visual elements along with a given content such as an e-commerce product image. In this paper we argue that the current layout generation approaches suffer from the limited training data for the high-dimensional layout structure.…

2023

LayoutDM: Discrete Diffusion Model for Controllable Layout Generation

CVPR 2023poster

Controllable layout generation aims at synthesizing plausible arrangement of element bounding boxes with optional constraints, such as type or position of a specific element. In this work, we try to solve a broad range of layout generation tasks in a single model that is based on discrete state-spac…

2023

Towards Flexible Multi-Modal Document Models

CVPR 2023highlight

Creative workflows for generating graphical documents involve complex inter-related tasks, such as aligning elements, choosing appropriate fonts, or employing aesthetically harmonious colors. In this work, we attempt at building a holistic model that can jointly solve many different design tasks. Ou…