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LensStyle: Learning the Optical Aesthetics for Controllable Stylized Lens Effect Rendering

arXiv · AI, language, vision and robotics · article · Sep 4, 2026 · UTC

The visual aesthetics of photographs are deeply influenced by lens characteristics such as aperture shape, optical vignetting and optical diffraction, which together define a camera's unique optical style. Existing lens effect rendering methods primarily focus on accurately simulating the blur transition from small to large apertures but overlook the stylistic aspects of lens effects. As a result, they fail to produce diverse bokeh effects under large apertures or capture distinctive photographic phenomena such as starbursts that emerge under small apertures. In this work, we introduce LensSty

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