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Paper · arXiv

GeoComposer: Geometry-Grounded Photographic Composition Instruction

Photographic composition aims to provide visual guidance for improving the framing, viewpoint, and spatial arrangement of an image. Early methods primarily rely on image cropping to enhance composition, which is restricted to the viewpoint and spatial arrangement of the input image. Recent methods have explored image understanding and editing to improve composition, but they mainly focus on instruction following and aesthetic quality, overlooking the importance of 3D scene geometry consistency for photographic composition. In this work, we propose GeoComposer, a novel geometry-grounded photographic composition framework that analyzes the composition of a given image to generate textual gu...

AuthorsShuangzhi Li, Qiaoqiao Jia, Xingxin Chen et al.
Primary categorycs.CV
Published22 September 2026
Last updated at source22 September 2026
cs.CV
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