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Bokeh is an important artistic effect used to highlight the main object of interest on the photo by blurring all out-of-focus areas. While DSLR and system camera lenses can render this effect naturally, mobile cameras are unable to produce…

计算机视觉与模式识别 · 计算机科学 2020-06-11 Andrey Ignatov , Jagruti Patel , Radu Timofte

Bokeh rendering is a popular and effective technique used in photography to create an aesthetically pleasing effect. It is widely used to blur the background and highlight the subject in the foreground, thereby drawing the viewer's…

计算机视觉与模式识别 · 计算机科学 2023-02-22 Lu Liu , Lei Zhou , Yuhan Dong

A photo captured with bokeh effect often means objects in focus are sharp while the out-of-focus areas are all blurred. DSLR can easily render this kind of effect naturally. However, due to the limitation of sensors, smartphones cannot…

计算机视觉与模式识别 · 计算机科学 2021-04-13 Ming Qian , Congyu Qiao , Jiamin Lin , Zhenyu Guo , Chenghua Li , Cong Leng , Jian Cheng

In this paper, we tackle the problem of monocular bokeh synthesis, where we attempt to render a shallow depth of field image from a single all-in-focus image. Unlike in DSLR cameras, this effect can not be captured directly in mobile…

计算机视觉与模式识别 · 计算机科学 2022-08-29 Brian Lee , Fei Lei , Huaijin Chen , Alexis Baudron

The Bokeh Effect is one of the most desirable effects in photography for rendering artistic and aesthetic photos. Usually, it requires a DSLR camera with different aperture and shutter settings and certain photography skills to generate…

计算机视觉与模式识别 · 计算机科学 2021-05-18 Saikat Dutta , Sourya Dipta Das , Nisarg A. Shah , Anil Kumar Tiwari

Bokeh rendering and depth estimation share a fundamental optical connection, yet existing methods fail to fully exploit this reciprocity. Conventional bokeh pipelines rely heavily on noisy depth maps that inevitably introduce visual…

计算机视觉与模式识别 · 计算机科学 2026-05-26 Hangwei Zhang , Armando Fortes , Tianyi Wei , Xingang Pan

Bokeh rendering simulates the shallow depth-of-field effect in photography, enhancing visual aesthetics and guiding viewer attention to regions of interest. Although recent approaches perform well, rendering controllable bokeh without…

计算机视觉与模式识别 · 计算机科学 2025-11-20 Yachuan Huang , Xianrui Luo , Qiwen Wang , Liao Shen , Jiaqi Li , Huiqiang Sun , Zihao Huang , Wei Jiang , Zhiguo Cao

This paper reviews the second AIM realistic bokeh effect rendering challenge and provides the description of the proposed solutions and results. The participating teams were solving a real-world bokeh simulation problem, where the goal was…

Bokeh effect is a natural shallow depth-of-field phenomenon that blurs the out-of-focus part in photography. In recent years, a series of works have proposed automatic and realistic bokeh rendering methods for artistic and aesthetic…

计算机视觉与模式识别 · 计算机科学 2023-11-30 Yihao Huang , Felix Juefei-Xu , Qing Guo , Geguang Pu , Yang Liu

As mobile cameras with compact optics are unable to produce a strong bokeh effect, lots of interest is now devoted to deep learning-based solutions for this task. In this Mobile AI challenge, the target was to develop an efficient…

Existing mobile devices are constrained by compact optical designs, such as small apertures, which make it difficult to produce natural, optically realistic bokeh effects. Although recent learning-based methods have shown promising results,…

计算机视觉与模式识别 · 计算机科学 2026-05-12 Linxiao Shi , Siming Zheng , Zerong Wang , Hao Zhang , Jinwei Chen , Bo Li , Shifeng Chen , Peng-Tao Jiang

Bokeh is widely used in photography to draw attention to the subject while effectively isolating distractions in the background. Computational methods simulate bokeh effects without relying on a physical camera lens. However, in the realm…

图形学 · 计算机科学 2023-08-21 Yichen Sheng , Zixun Yu , Lu Ling , Zhiwen Cao , Cecilia Zhang , Xin Lu , Ke Xian , Haiting Lin , Bedrich Benes

Bokeh effect is an optical phenomenon that offers a pleasant visual experience, typically generated by high-end cameras with wide aperture lenses. The task of bokeh effect transformation aims to produce a desired effect in one set of lenses…

计算机视觉与模式识别 · 计算机科学 2023-06-08 Zhihao Yang , Wenyi Lian , Siyuan Lai

A shallow depth-of-field image keeps the subject in focus, and the foreground and background contexts blurred. This effect requires much larger lens apertures than those of smartphone cameras. Conventional methods acquire RGB-D images and…

计算机视觉与模式识别 · 计算机科学 2022-07-15 Meng-Lin Wu , Venkata Ravi Kiran Dayana , Hau Hwang

We consider the problem of realistic bokeh rendering from a single all-in-focus image. Bokeh rendering mimics aesthetic shallow depth-of-field (DoF) in professional photography, but these visual effects generated by existing methods suffer…

计算机视觉与模式识别 · 计算机科学 2023-06-09 Xianrui Luo , Juewen Peng , Ke Xian , Zijin Wu , Zhiguo Cao

Bokeh rendering methods play a key role in creating the visually appealing, softly blurred backgrounds seen in professional photography. While recent learning-based approaches show promising results, generating realistic Bokeh with variable…

计算机视觉与模式识别 · 计算机科学 2025-03-26 Tim Seizinger , Florin-Alexandru Vasluianu , Marcos V. Conde , Zongwei Wu , Radu Timofte

We introduce BokehDiff, a novel lens blur rendering method that achieves physically accurate and visually appealing outcomes, with the help of generative diffusion prior. Previous methods are bounded by the accuracy of depth estimation,…

计算机视觉与模式识别 · 计算机科学 2025-10-21 Chengxuan Zhu , Qingnan Fan , Qi Zhang , Jinwei Chen , Huaqi Zhang , Chao Xu , Boxin Shi

The bokeh effect is an artistic technique that blurs out-of-focus areas in a photograph and has gained interest due to recent developments in text-to-image synthesis and the ubiquity of smart-phone cameras and photo-sharing apps. Prior work…

计算机视觉与模式识别 · 计算机科学 2024-04-18 Jieren Deng , Xin Zhou , Hao Tian , Zhihong Pan , Derek Aguiar

In this project, we propose a novel approach for estimating depth from RGB images. Traditionally, most work uses a single RGB image to estimate depth, which is inherently difficult and generally results in poor performance, even with…

计算机视觉与模式识别 · 计算机科学 2017-05-04 Eric Cristofalo , Zijian Wang

Recent advances in large-scale text-to-image models have revolutionized creative fields by generating visually captivating outputs from textual prompts; however, while traditional photography offers precise control over camera settings to…

图形学 · 计算机科学 2025-06-17 Armando Fortes , Tianyi Wei , Shangchen Zhou , Xingang Pan
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