filename : Chg25a.pdf entry : inproceedings conference : CVPR 2025, Nashville, US, 11-15 June, 2025 pages : 24-33 year : 2025 month : June title : LookingGlass: Generative Anamorphoses via Laplacian Pyramid Warping subtitle : author : Pascal Chang, Sergio Sancho, Jingwei Tang, Markus Gross, Vinicius Azevedo booktitle : Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR), 2025 ISSN/ISBN : editor : publisher : IEEE publ.place : volume : issue : language : English keywords : abstract : Anamorphosis refers to a category of images that are intentionally distorted, making them unrecognizable when viewed directly. Their true form only reveals itself when seen from a specific viewpoint, which can be through some catadioptric device like a mirror or a lens. While the construction of these mathematical devices can be traced back to as early as the 17th century, they are only interpretable when viewed from a specific vantage point and tend to lose meaning when seen normally. In this paper, we revisit these famous optical illusions with a generative twist. With the help of latent rectified flow models, we propose a method to create anamorphic images that still retain a valid interpretation when viewed directly. To this end, we introduce Laplacian Pyramid Warping, a frequency-aware image warping technique key to generating high-quality visuals. Our work extends Visual Anagrams (Geng et al. 2024) to latent space models and to a wider range of spatial transforms, enabling the creation of novel generative perceptual illusions.