Replacing Labeled Real-image Datasets with Auto-generated Contours. - Hirokatsu Kataoka; Ryo Hayamizu; Ryosuke Yamada; Kodai Nakashima; Sora Takashima; Xinyu Zhang; Edgar Josafat Martinez-Noriega; Nakamasa Inoue; Rio Yokota (CVPR, 2022)

Visual Atoms: Pre-Training Vision Transformers with Sinusoidal Waves. - Sora Takashima; Ryo Hayamizu; Nakamasa Inoue; Hirokatsu Kataoka; Rio Yokota (CVPR, 2023)

SegRCDB: Semantic Segmentation via Formula-Driven Supervised Learning. - Risa Shinoda; Ryo Hayamizu; Kodai Nakashima; Nakamasa Inoue; Rio Yokota; Hirokatsu Kataoka (ICCV, 2023)

MoireDB: Formula-generated Interference-fringe Image Dataset. - Yuto Matsuo; Ryo Hayamizu; Hirokatsu Kataoka; Akio Nakamura (CoRR, 2025)