transformer 图像复原01:Restormer: Efficient Transformer for High-Resolution Image Restoration 论文:https://arxiv.org/pdf/2111.09881.pdf 代码:https://github.com/swz30/Restormer 来源:arxiv 2021 作者: 摘要:由于卷积神经网络(CNNs)在从大尺度数据中学习可推广的图像先验方面… 爱大 传统图像处理——图像...
图像和谐化(image harmonization)是指将不同图像进行融合时,消除两幅图片之间光照、色差等因素的影响,使其看上去比较和谐(逼真)。 下面这篇论文通过神经网络连接白盒滤波器的方式实现了图像和谐化, 论文标题:Harmonizer: Learning to Perform White-Box Image and Video Harmonization 设计动机(Design Motivation) 首先作...
Intrinsic Image Harmonization 适用范围 图像拼接(image stitching)、图像修复(image inpainting)、图像编辑(image editing) 原因 将一张图片组合到另一张图片的时候,由于前景与背景来自不同的场景,其表面和亮度是不同的,组合起来会造成不和谐的情况。如下图: 不和谐的地方主要在: 前景的边缘与背景不和谐 前景(来自...
[CVPR 2020] The first large-scale public benchmark dataset for image harmonization. The code used in our paper "DoveNet: Deep Image Harmonization via Domain Verification", CVPR2020. Useful for image harmonization, image composition, etc.
Image harmonization, which aims to make the\nforeground compatible with the background, is a promising yet challenging task.\nHowever, the lack of high-quality public dataset for image harmonization, which\nsignificantly hinders the development of image harmonization techniques.\nTherefore, we ...
Image Harmonization with Transformer Zonghui Guo1 Dongsheng Guo1 Haiyong Zheng1,* Zhaorui Gu1 Bing Zheng1,2 Junyu Dong3 1Underwater Vision Lab (http://ouc.ai), Ocean University of China 2Sanya Oceanographic Institution, Ocean University of China 3College of Computer Science and Technology, ...
We release the first large-scale image harmonization dataset iHarmony4. It contains 4 sub-datasets:HCOCO,HAdobe5k,HFlickr, andHday2night, each of which contains synthesized composite images, foreground masks of composite images and corresponding real images. The iHarmony4 dataset is provided inBa...
Painterly image harmonization aims to harmonize a photographic foreground object on the painterly background. Different from previous auto-encoder based harmonization networks, we develop a progressive multi-stage harmonization network, which harmonizes the composite foreground from low-level styles (e.g....
Deep Image Harmonization Yi-Hsuan Tsai1 Xiaohui Shen2 Zhe Lin2 Kalyan Sunkavalli2 Xin Lu2 Ming-Hsuan Yang1 1University of California, Merced 2Adobe Research 1{ytsai2, mhyang}@ucmerced.edu 2{xshen, zlin, sunkaval, xinl}@adobe.com Abstract Compositing is one of the most common operations...
Image harmonization seeks to transfer the illumination distribution of the background to that of the foreground within a composite image. Existing methods lack the ability of establishing global–local pixel illumination dependencies between foreground and background of composite images, which is indispensab...