.png){kind=icon}
返回
Pixel-Level Non-local Image Smoothing With Objective Evaluation
.png){kind=icon}
PRE
AI
DOI：10.1109/TMM.2020.3037535.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Recently, imagesmoothing has gained increasing attention due to its prerequisite role in other image processing tasks, e.g., image enhancement and editing. However, the evaluation of image smoothing algorithms is usually performed by subjective observation on images without corresponding ground truths. To promote the development of image smoothing algorithms, in this paper, we construct a novel Nankai Smoothing (NKS) dataset containing 200 images blended by versatile structure images and natural textures. The structure images are inherently smooth and naturally taken as ground truths. On our NKS dataset, we comprehensively evaluate 14 popular image smoothing algorithms. Moreover, we propose a Pixel-level Non-Local Smoothing (PNLS) method to well preserve the structure of the smoothed images, by exploiting the pixel-level non-local self-similarity prior of natural images. Extensive experiments on several benchmark datasets demonstrate that our PNLS outperforms previous algorithms on the image smoothing task. Ablation studies also reveal the work mechanism of our PNLS on image smoothing. To further show its effectiveness, we apply our PNLS on several applications such as semantic region smoothing, detail/edge enhancement, and image abstraction. The dataset and code are available at https://github.com/zal0302/PNLS.
Keyword:
Smoothing methods
Task analysis
Measurement
Benchmark testing
Image edge detection
Visualization
Optimization
Image smoothing
benchmark dataset
performance evaluation
pixel-level non-local self similarity
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
9.7
论文数:
4.5K
被引数:
2.4W
机构
引用论文
.png){kind=icon}
分享收藏分享收藏Survival and apoptosis rates after vitrification in cryotop devices of in vitro-produced calf and cow blastocysts at different developmental stages在不同发育阶段的体外生产的小牛和母牛囊胚的低温冷冻装置中玻璃化后的存活率和凋亡率
PREAI
分享收藏
Prevalence of aortic valve abnormalities in the elderly: An echocardiographic study of a random population sample老年人主动脉瓣异常的患病率: 随机人群样本的超声心动图研究
PREAI
分享收藏
查看更多内容