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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

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

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 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

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

Rendering novel view images is highly desirable for many applications. Despite recent progress, it remains challenging to render high-fidelity and view-consistent novel views of large-scale scenes from in-the-wild images with inevitable…

计算机视觉与模式识别 · 计算机科学 2023-07-11 Peng Dai , Yinda Zhang , Xin Yu , Xiaoyang Lyu , Xiaojuan Qi

Bokeh effect is used in photography to capture images where the closer objects look sharp and every-thing else stays out-of-focus. Bokeh photos are generally captured using Single Lens Reflex cameras using shallow depth-of-field. Most of…

计算机视觉与模式识别 · 计算机科学 2021-04-13 Saikat Dutta

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 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

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

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

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

Bokeh rendering is one of the most popular techniques in photography. It can make photographs visually appealing, forcing users to focus their attentions on particular area of image. However, achieving satisfactory bokeh effect usually…

计算机视觉与模式识别 · 计算机科学 2024-10-21 Kang Chen , Shijun Yan , Aiwen Jiang , Han Li , Zhifeng Wang

Non-Photorealistic Rendering (NPR) has long been used to create artistic visualizations that prioritize style over realism, enabling the depiction of a wide range of aesthetic effects, from hand-drawn sketches to painterly renderings. While…

图形学 · 计算机科学 2025-06-03 Kapil Dev

We present a neural rendering framework that maps a voxelized scene into a high quality image. Highly-textured objects and scene element interactions are realistically rendered by our method, despite having a rough representation as an…

计算机视觉与模式识别 · 计算机科学 2020-04-07 Konstantinos Rematas , Vittorio Ferrari

4D modeling of human-object interactions is critical for numerous applications. However, efficient volumetric capture and rendering of complex interaction scenarios, especially from sparse inputs, remain challenging. In this paper, we…

计算机视觉与模式识别 · 计算机科学 2022-03-29 Yuheng Jiang , Suyi Jiang , Guoxing Sun , Zhuo Su , Kaiwen Guo , Minye Wu , Jingyi Yu , Lan Xu

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

We propose a framework for aligning and fusing multiple images into a single view using neural image representations (NIRs), also known as implicit or coordinate-based neural representations. Our framework targets burst images that exhibit…

计算机视觉与模式识别 · 计算机科学 2022-07-22 Seonghyeon Nam , Marcus A. Brubaker , Michael S. Brown
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