3D View Optimization for Improving Image Aesthetics

Autor: Uchida, Taichi, Kanamori, Yoshihiro, Endo, Yuki
Rok vydání: 2024
Předmět:
Druh dokumentu: Working Paper
Popis: Achieving aesthetically pleasing photography necessitates attention to multiple factors, including composition and capture conditions, which pose challenges to novices. Prior research has explored the enhancement of photo aesthetics post-capture through 2D manipulation techniques; however, these approaches offer limited search space for aesthetics. We introduce a pioneering method that employs 3D operations to simulate the conditions at the moment of capture retrospectively. Our approach extrapolates the input image and then reconstructs the 3D scene from the extrapolated image, followed by an optimization to identify camera parameters and image aspect ratios that yield the best 3D view with enhanced aesthetics. Comparative qualitative and quantitative assessments reveal that our method surpasses traditional 2D editing techniques with superior aesthetics.
Comment: 10 pages
Databáze: arXiv